In [467]:
import pandas as pd
import pickle
import os
import numpy as np
from plotnine import *
import seaborn as sns
import matplotlib.pyplot as plt

import nltk
from textblob import TextBlob
from nltk.corpus import stopwords
from nltk.corpus import wordnet
from wordcloud import WordCloud
import re
from nltk.stem import WordNetLemmatizer
import heapq
from bs4 import BeautifulSoup
import lxml
import requests
import random
import collections
pd.set_option('display.max_rows',1000)
plt.style.use('ggplot')
%matplotlib inline

wd5 = '/Users/tmm/Documents/GitHub/STA160-Project/STA160-Jobs-Market-Project/Working/data'
os.chdir(wd5)
In [468]:
master_data_in = open('jobs_data.pickle', 'rb')
master_data = pickle.load(master_data_in)
master_data_in.close()

data_scientist_df_in = open('data_scientist_data.pickle', 'rb')
data_scientist_df = pickle.load(data_scientist_df_in)
data_scientist_df_in.close()

data_engineer_df_in = open('data_engineer_data.pickle', 'rb')
data_engineer_df = pickle.load(data_engineer_df_in)
data_engineer_df_in.close()

data_analyst_df_in = open('data_analyst_data.pickle', 'rb')
data_analyst_df = pickle.load(data_analyst_df_in)
data_analyst_df_in.close()

BI_df_in = open('BI_data.pickle', 'rb')
BI_df= pickle.load(BI_df_in)
BI_df_in.close()
In [469]:
master_data
Out[469]:
Search Title Description Skills Location Cities States Latitude Longitude Min_Salary Max_Salary Mean_Salary URL
0 Data Scientist Data Scientist Are you a Data Scientist who has machine learn... Statistics, Machine Learning, Applied Mathematics Los Angeles, CA Los Angeles CA 34.052234 -118.243685 100000 200000 150000 https://www.cybercoders.com/data-scientist-job...
1 Data Scientist Data Scientist If you are a Data Scientist with 4+ years data... Data Science, Machine Learning, R, Python, SQL... San Francisco, CA San Francisco CA 37.774929 -122.419415 110000 175000 142500 https://www.cybercoders.com/data-scientist-job...
2 Data Scientist Data Scientist If you are a Data Scientist with experience, p... Statistics, Mathematics, Computer Science, Mac... Woodland Hills, CA Woodland Hills CA 34.165357 -118.608975 Unknown Unknown Unknown https://www.cybercoders.com/data-scientist-job...
3 Data Scientist Data Scientist If you are a Data Scientist who enjoys buildin... Python, Java, SQL (BigQuery/Oracle and Hive), ... Los Angeles, CA Los Angeles CA 34.052234 -118.243685 120000 160000 140000 https://www.cybercoders.com/data-scientist-job...
4 Data Scientist Data Scientist If you are a Data Scientist with experience, p... R Language, Python, Datasets, SQL Queries Austin, TX Austin TX 30.267153 -97.743061 Unknown Unknown Unknown https://www.cybercoders.com/data-scientist-job...
5 Data Scientist Data Scientist If you are a Data Scientist who has Python and... Full Stack, Cassandra, ElasticSearch, Solr, Da... Cambridge, MA Cambridge MA 42.373616 -71.109733 110000 150000 130000 https://www.cybercoders.com/data-scientist-job...
6 Data Scientist Data Scientist If you are a Data Scientist with experience, p... Machine Learning, Tensorflow, Statistical/Mach... Bethesda, MD Bethesda MD 38.984652 -77.094709 100000 120000 110000 https://www.cybercoders.com/data-scientist-job...
7 Data Scientist Data Scientist If you are a Data Scientist who enjoys develop... Python, Java, SQL (BigQuery/Oracle and Hive), ... Los Angeles, CA Los Angeles CA 34.052234 -118.243685 120000 160000 140000 https://www.cybercoders.com/data-scientist-job...
8 Data Scientist Data Scientist Data Scientist - data mining, data sets, stati... Data Mining, data sets, Statistical Modeling, ... Plymouth Meeting, PA Plymouth Meeting PA 40.102332 -75.274347 120000 160000 140000 https://www.cybercoders.com/data-scientist-job...
9 Data Scientist Data Scientist Data Scientist - Machine Learning, Python, Tab... Machine Learning, Python, Tableau, Hadoop, R, ... Trenton, NJ Trenton NJ 40.220582 -74.759717 130000 150000 140000 https://www.cybercoders.com/data-scientist-job...
10 Data Scientist Data Scientist Data Scientist - SouthbayWe are creating a b2b... Data Science, Machine Learning, Python, scalab... Campbell, CA Campbell CA 37.287165 -121.949957 Unknown Unknown Unknown https://www.cybercoders.com/data-scientist-job...
11 Data Scientist Data Scientist If you are a Data Scientist with experience, p... Machine Learning, Hadoop, Data Mining, R, Python San Francisco, CA San Francisco CA 37.774929 -122.419415 120000 175000 147500 https://www.cybercoders.com/data-scientist-job...
12 Data Scientist Data Scientist If you are a Data Scientist with 3+ years expe... econometric modeling, Statistical Modeling, Qu... Pineville, NC Pineville NC 35.083201 -80.892296 Unknown Unknown Unknown https://www.cybercoders.com/data-scientist-job...
13 Data Scientist Data Scientist If you are a Data Scientist with a track recor... Data Mining, SAS, Tableau, R, Python, SQL, Dat... New York City, NY New York City NY 40.712775 -74.005973 100000 130000 115000 https://www.cybercoders.com/data-scientist-job...
14 Data Scientist Data Scientist We are a rapidly growing, privately held compa... Data Science Experience, numpy, Machine Learning Calgary, AB Calgary AB 51.048615 -114.070846 Unknown Unknown Unknown https://www.cybercoders.com/data-scientist-job...
15 Data Scientist Data Scientist If you are a Data Scientist with experience, p... Machine Learning, Python, R, SQL, Data Mining,... Costa Mesa, CA Costa Mesa CA 33.641216 -117.918822 Unknown Unknown Unknown https://www.cybercoders.com/data-scientist-job...
16 Data Scientist Data Scientist If you are a Data Scientist with a track recor... Data Mining, SAS, Tableau, R, Python, SQL, Dat... New York City, NY New York City NY 40.712775 -74.005973 100000 140000 120000 https://www.cybercoders.com/data-scientist-job...
17 Data Scientist Data Scientist Based about 15 minutes outside of Boston(Newto... Machine Learning, Python, NLP Frameworks Newton, MA Newton MA 42.337041 -71.209221 Unknown Unknown Unknown https://www.cybercoders.com/data-scientist-job...
18 Data Scientist Data Scientist Based in San Jose, CA and with teams internati... Data Science, Machine Learning, Natural Langua... San Jose, CA San Jose CA 37.338208 -121.886329 120000 160000 140000 https://www.cybercoders.com/data-scientist-job...
19 Data Scientist Data Scientist If you are a Data Scientist with experience, p... Machine Learning, Python, R, Data Mining, Data... Grinnell, IA Grinnell IA 41.743409 -92.723246 70000 90000 80000 https://www.cybercoders.com/data-scientist-job...
20 Data Scientist Lead Data Scientist Are you a Lead Data Scientist who has machine ... Machine Learning, Python, Applied Mathematics Los Angeles, CA Los Angeles CA 34.052234 -118.243685 150000 200000 175000 https://www.cybercoders.com/lead-data-scientis...
21 Data Scientist Senior Data Scientist If you are a Senior Data Scientist with strong... Java, Hadoop, Python, NoSQL, AWS, Machine Lear... San Mateo, CA San Mateo CA 37.562992 -122.325525 175000 225000 200000 https://www.cybercoders.com/senior-data-scient...
22 Data Scientist Senior Data Scientist This is a very unique Data Science opportunity... Data Science, Python, scikit.learn, Virtual En... San Francisco, CA San Francisco CA 37.774929 -122.419415 100000 160000 130000 https://www.cybercoders.com/senior-data-scient...
23 Data Scientist Senior Data Scientist This is a very unique Data Science opportunity... Data Science, Python, scikit.learn, Virtual En... San Francisco, CA San Francisco CA 37.774929 -122.419415 100000 160000 130000 https://www.cybercoders.com/senior-data-scient...
24 Data Scientist Senior Data Scientist San Jose, CA, US- RELOCATION INCLUDED! Your ap... Data Science, Applied Research, Hadoop/MapRedu... San Jose, CA San Jose CA 37.338208 -121.886329 Unknown Unknown Unknown https://www.cybercoders.com/senior-data-scient...
25 Data Scientist Sr. Data Scientist Located in beautiful Berkeley, CA, we have a p... Python/R/Julia, Formulating metrics for optimi... Berkeley, CA Berkeley CA 37.871593 -122.272747 Unknown Unknown Unknown https://www.cybercoders.com/sr-data-scientist-...
26 Data Scientist Senior Data Scientist This is a very unique Data Science opportunity... Data Science, Python, scikit.learn, Virtual En... San Francisco, CA San Francisco CA 37.774929 -122.419415 100000 160000 130000 https://www.cybercoders.com/senior-data-scient...
27 Data Scientist Senior Data Scientist Are you attracted to a role which is part teac... Data Science, Python, scikit.learn, Virtual En... San Francisco, CA San Francisco CA 37.774929 -122.419415 100000 160000 130000 https://www.cybercoders.com/senior-data-scient...
28 Data Scientist Senior Data Scientist Are you attracted to a role which is part teac... Data Science, Python, scikit.learn, Bayesian I... Chicago, IL Chicago IL 41.878114 -87.629798 100000 160000 130000 https://www.cybercoders.com/senior-data-scient...
29 Data Scientist Data Scientist (Quantitative Finance) If you are a Data Scientist with experience in... Python, Machine Learning, neural networks, Ris... New York City, NY New York City NY 40.712775 -74.005973 120000 250000 185000 https://www.cybercoders.com/data-scientist-qua...
30 Data Scientist Data Scientist (Quantitative Finance) If you are a Data Scientist with experience in... Python, Machine Learning, neural networks, Ris... New York City, NY New York City NY 40.712775 -74.005973 120000 160000 140000 https://www.cybercoders.com/data-scientist-qua...
31 Data Scientist Lead Data Scientist If you are a Lead Data Scientist that is passi... Python, Management, Machine Learning, Statisti... New York City, NY New York City NY 40.712775 -74.005973 120000 200000 160000 https://www.cybercoders.com/lead-data-scientis...
32 Data Scientist Lead Data Scientist If you are a Lead Data Scientist that is passi... Python, Management, Machine Learning, Statisti... New York City, NY New York City NY 40.712775 -74.005973 150000 200000 175000 https://www.cybercoders.com/lead-data-scientis...
33 Data Scientist Data Scientist (Quantitative Finance) If you are a Data Scientist with experience in... Python, Machine Learning, neural networks, Ris... New York City, NY New York City NY 40.712775 -74.005973 120000 160000 140000 https://www.cybercoders.com/data-scientist-qua...
34 Data Scientist Data Scientist (Quantitative Finance) If you are a Data Scientist with experience in... Python, Machine Learning, neural networks, Ris... New York City, NY New York City NY 40.712775 -74.005973 120000 160000 140000 https://www.cybercoders.com/data-scientist-qua...
35 Data Scientist Senior Data Scientist Senior Data Scientist - Machine Learning, Pyth... Machine Learning, Python, Tableau, Hadoop, R, ... Hazlet, NJ Hazlet NJ 40.428953 -74.165099 130000 150000 140000 https://www.cybercoders.com/senior-data-scient...
36 Data Scientist Chief Data Scientist Chief Data Scientist - AI, Machine Learning, P... Data Science, Machine Learning, Python, scalab... Philadelphia, PA Philadelphia PA 39.952584 -75.165222 Unknown Unknown Unknown https://www.cybercoders.com/chief-data-scienti...
37 Data Scientist Chief Data Scientist Chief Data Scientist - AI, Machine Learning, P... Data Science, Machine Learning, Python, scalab... San Francisco, CA San Francisco CA 37.774929 -122.419415 Unknown Unknown Unknown https://www.cybercoders.com/chief-data-scienti...
38 Data Scientist Data Scientist (Quantitative Finance) If you are a Data Scientist with experience in... Python, Machine Learning, neural networks, Ris... New York City, NY New York City NY 40.712775 -74.005973 120000 160000 140000 https://www.cybercoders.com/data-scientist-qua...
39 Data Scientist Senior Data Scientist Location: San FranciscoSkills: 3+ years commer... Machine Learning (INDUSTRY only not school), P... San Francisco, CA San Francisco CA 37.774929 -122.419415 120000 200000 160000 https://www.cybercoders.com/senior-data-scient...
40 Data Scientist Data Scientist - Insurance If you are a Data Scientist with experience, p... Insurance Industry, Data Science, Text Analyti... New York City, NY New York City NY 40.712775 -74.005973 120000 175000 147500 https://www.cybercoders.com/data-scientist-ins...
41 Data Scientist Data Scientist (Smart Manufacturing) Our commitment to R&D and expertise in materia... Data Science, Machine Learning, Internet of th... Elmira, NY Elmira NY 42.089796 -76.807734 100000 150000 125000 https://www.cybercoders.com/data-scientist-sma...
42 Data Scientist Senior Data Scientist Are you a Stellar Data Scientist? Do you have... Data Science, Artificial Intelligence, Statist... Nashville, TN Nashville TN 36.162664 -86.781602 Unknown Unknown Unknown https://www.cybercoders.com/senior-data-scient...
43 Data Scientist Senior Data Scientist If you are a Senior Data Scientist with Python... Machine Learning, Python, R Pittsburgh, PA Pittsburgh PA 40.440625 -79.995886 Unknown Unknown Unknown https://www.cybercoders.com/senior-data-scient...
44 Data Scientist Lead Data Scientist RELOCATION TO NASHVILLE AVAILABLELocated in Na... Data Science, Machine Learning, Natural Langua... Nashville, TN Nashville TN 36.162664 -86.781602 Unknown Unknown Unknown https://www.cybercoders.com/lead-data-scientis...
45 Data Scientist Chief Data Scientist If you are a Chief Data Scientist with SQL an... Big Data, AWS, MongoDB, SQL New York City, NY New York City NY 40.712775 -74.005973 175000 200000 187500 https://www.cybercoders.com/chief-data-scienti...
46 Data Scientist Principle Data Scientist If you are a Principle Data Scientist with exp... Machine Learning, Big Data, Tensorflow, Speech... Napa, CA Napa CA 38.297538 -122.286865 Unknown Unknown Unknown https://www.cybercoders.com/principle-data-sci...
47 Data Scientist Chief Data Scientist If you are a Chief Data Scientist with experie... Machine Learning, Big Data, Tensorflow, Speech... San Francisco, CA San Francisco CA 37.774929 -122.419415 Unknown Unknown Unknown https://www.cybercoders.com/chief-data-scienti...
48 Data Scientist Marketing Data Scientist If you are a Data Scientist with actual experi... Full Stack, Cassandra, ElasticSearch, Solr, Da... Cambridge, MA Cambridge MA 42.373616 -71.109733 110000 150000 130000 https://www.cybercoders.com/marketing-data-sci...
49 Data Scientist Senior Data Scientist If you are a Senior Data Scientist with experi... C++, Machine Learning, Data Mining Bedford, MA Bedford MA 42.490623 -71.276009 Unknown Unknown Unknown https://www.cybercoders.com/senior-data-scient...
50 Data Scientist Principal Data Scientist If you are a Principal Data Scientist with exp... Machine Learning, NLP, Deep Learning, AI, Big ... Sunnyvale, CA Sunnyvale CA 37.368830 -122.036350 200000 250000 225000 https://www.cybercoders.com/principal-data-sci...
51 Data Scientist Chief Data Scientist If you are a Principal Data Scientist with exp... Machine Learning, NLP, Deep Learning, AI, Big ... Sunnyvale, CA Sunnyvale CA 37.368830 -122.036350 200000 250000 225000 https://www.cybercoders.com/chief-data-scienti...
52 Data Scientist Senior Data Scientist If you are a Senior Data Scientist with Scala,... Machine Learning, Scala, Search Intent Optimiz... Bellevue, WA Bellevue WA 47.610150 -122.201516 Unknown Unknown Unknown https://www.cybercoders.com/senior-data-scient...
53 Data Scientist Lead Data Scientist If you are a Lead Data Scientist with experien... Machine Learning, NLP, Deep Learning, AI, Big ... Sunnyvale, CA Sunnyvale CA 37.368830 -122.036350 200000 250000 225000 https://www.cybercoders.com/lead-data-scientis...
54 Data Scientist Healthcare Data Scientist We are a communication and technology company ... SQL, R, Python, Frequentist, Bayesian Knoxville, TN Knoxville TN 35.960638 -83.920739 80000 110000 95000 https://www.cybercoders.com/healthcare-data-sc...
55 Data Scientist Senior Data Scientist If you are a Senior Data Scientist with Scala,... Machine Learning, Scala, Search Intent Optimiz... Seattle, WA Seattle WA 47.606209 -122.332071 Unknown Unknown Unknown https://www.cybercoders.com/senior-data-scient...
56 Data Scientist Senior Data Scientist We're a large financial company that specializ... R, Python, SQL Leawood, KS Leawood KS 38.966673 -94.616901 80000 100000 90000 https://www.cybercoders.com/senior-data-scient...
57 Data Scientist Data Scientist -Client Facing If you are a Data Scientist with Client Facin... Machine Learning, Customer Facing, SPARK, Pred... Redwood City, CA Redwood City CA 37.485215 -122.236355 100000 175000 137500 https://www.cybercoders.com/data-scientist-cli...
58 Data Scientist Lead Data Scientist (Computer Vision) If you are a Lead Data Scientist that is passi... Python, Management, Machine Learning, Statisti... New York City, NY New York City NY 40.712775 -74.005973 120000 200000 160000 https://www.cybercoders.com/lead-data-scientis...
59 Data Scientist Senior Data Scientist - MACHINE LEARNING Are you a Senior Data Scientist with a special... Machine Learning, Python, Scala, or Java, Hado... West Hollywood, CA West Hollywood CA 34.090009 -118.361744 100000 250000 175000 https://www.cybercoders.com/senior-data-scient...
60 Data Scientist Lead Data Scientist - NLP, Machine Learning We are disrupting enterprise analytics and bus... Hadoop/Spark/Hive, Quantitative Analysis, Pyth... Santa Monica, CA Santa Monica CA 34.019454 -118.491191 100000 160000 130000 https://www.cybercoders.com/lead-data-scientis...
61 Data Scientist Data Scientist - FinTech - Fortune 100 Based in SF, we are THE global leader in FinTe... Credit Risk Modeling/Response models, Multivar... San Francisco, CA San Francisco CA 37.774929 -122.419415 Unknown Unknown Unknown https://www.cybercoders.com/data-scientist-fin...
62 Data Scientist Data Scientist - Python & Machine Learning If you are a Data Scientist with Python experi... Machine Learning, Python, pandas, numpy, Scipy... San Mateo, CA San Mateo CA 37.562992 -122.325525 130000 175000 152500 https://www.cybercoders.com/data-scientist-pyt...
63 Data Scientist Data Scientist ** TS/SCI Clearance Required** If you are a Data Scientist with TS/SCI Cleara... analyze and interpret complex digital data, Da... Chantilly, VA Chantilly VA 38.894279 -77.431099 100000 150000 125000 https://www.cybercoders.com/data-scientist-ts-...
64 Data Scientist Data Scientist ** TS/SCI Clearance Required** If you are a Data Scientist with TS/SCI Cleara... analyze and interpret complex digital data, Da... Alexandria, VA Alexandria VA 38.804836 -77.046921 100000 150000 125000 https://www.cybercoders.com/data-scientist-ts-...
65 Data Scientist Data Scientist (R, Python, & SQL) If you are a Data Scientist with experience, p... Data Science or Engineering, Python, R, Machin... New York City, NY New York City NY 40.712775 -74.005973 100000 175000 137500 https://www.cybercoders.com/data-scientist-r-p...
66 Data Scientist Data Scientist (Insurance) - Python, SAS, GLM If you are a Data Scientist with experience, p... Python, SAS, GLM, Actuarial Science San Francisco, CA San Francisco CA 37.774929 -122.419415 200000 350000 275000 https://www.cybercoders.com/data-scientist-ins...
67 Data Scientist Sr. Machine Learning Data Scientist - Big Dat... Located in beautiful Berkeley, CA, we are a Da... Python/R/Julia, Predictive Modeling and Analyt... Berkeley, CA Berkeley CA 37.871593 -122.272747 Unknown Unknown Unknown https://www.cybercoders.com/sr-machine-learnin...
68 Data Scientist Lead Data Scientist - CNN, Deep Learning - REL... Are you an Expert with Convolutional Neural Ne... Machine Learning, Deep Learning, Data Science,... West Hollywood, CA West Hollywood CA 34.090009 -118.361744 150000 250000 200000 https://www.cybercoders.com/lead-data-scientis...
69 Data Scientist Data Scientist - Medical Informatics & Disease... If you are a Data Scientist with Python experi... Machine Learning, Python, pandas, numpy, Scipy... San Mateo, CA San Mateo CA 37.562992 -122.325525 130000 175000 152500 https://www.cybercoders.com/data-scientist-med...
70 Data Scientist Data Scientist - Fully Automated Risk Control ... Based in the Financial District in SF, we are ... Python, SQL, Tableau, SPARK, hBase, Kafka, Sta... San Francisco, CA San Francisco CA 37.774929 -122.419415 Unknown Unknown Unknown https://www.cybercoders.com/data-scientist-ful...
71 Data Scientist Lead Data Scientist - SAS, R, Hive/Pig, Hbase Our Advanced Analytics and Emerging Technologi... Pattern Recognition, Predictive Modeling, NoSQ... Foster City, CA Foster City CA 37.558546 -122.271079 130000 160000 145000 https://www.cybercoders.com/lead-data-scientis...
72 Data Engineer Data Engineer If you are a Data Engineer with experience, pl... Python, ETL, AWS Irvine, CA Irvine CA 33.684567 -117.826505 100000 120000 110000 https://www.cybercoders.com/data-engineer-job-...
73 Data Engineer Data Engineer If you are a Data Engineer looking for a new o... Java, AWS, SPARK, Python, Hadoop, EMR, Scala Raleigh, NC Raleigh NC 35.779590 -78.638179 100000 130000 115000 https://www.cybercoders.com/data-engineer-job-...
74 Data Engineer Data Engineer If you are a Data Engineer looking for a new o... Java, AWS, SPARK, Python, Hadoop, EMR, Scala Raleigh, NC Raleigh NC 35.779590 -78.638179 100000 130000 115000 https://www.cybercoders.com/data-engineer-job-...
75 Data Engineer Data Engineer If you are a Data Engineer looking for a new o... Java, AWS, SPARK, Python, Hadoop, EMR, Scala Raleigh, NC Raleigh NC 35.779590 -78.638179 100000 130000 115000 https://www.cybercoders.com/data-engineer-job-...
76 Data Engineer Data Engineer If you are a talented Data Engineer, please re... Large Data Sets, statistical and predictive mo... Santa Monica, CA Santa Monica CA 34.019454 -118.491191 100000 140000 120000 https://www.cybercoders.com/data-engineer-job-...
77 Data Engineer Data Engineer San Jose, CA, US- RELOCATION INCLUDED! Your ap... Applied Research, Hadoop/MapReduce/Spark, Prog... San Jose, CA San Jose CA 37.338208 -121.886329 Unknown Unknown Unknown https://www.cybercoders.com/data-engineer-job-...
78 Data Engineer Data Engineer If you are a Data Engineer with experience, pl... Tableau, ETL, SQL, Automation Technologies, Un... New York City, NY New York City NY 40.712775 -74.005973 Unknown Unknown Unknown https://www.cybercoders.com/data-engineer-job-...
79 Data Engineer Data Engineer If you are a Data Engineer with experience, pl... Big Data, ADTECH, Hadoop, Scala, SPARK Jersey City, NJ Jersey City NJ 40.728157 -74.077642 150000 175000 162500 https://www.cybercoders.com/data-engineer-job-...
80 Data Engineer Data Engineer If you are a Data Engineer with experience, pl... Hadoop, SQL, SPARK, Kafka Cambridge, MA Cambridge MA 42.373616 -71.109733 Unknown Unknown Unknown https://www.cybercoders.com/data-engineer-job-...
81 Data Engineer Data Engineer If you are a Data Engineer with experience, pl... Hadoop, SQL, SPARK, Kafka Cambridge, MA Cambridge MA 42.373616 -71.109733 Unknown Unknown Unknown https://www.cybercoders.com/data-engineer-job-...
82 Data Engineer Data Engineer If you are a Data Engineer, Database Developer... Python, MySQL, Pentaho Carlsbad, CA Carlsbad CA 33.158093 -117.350594 80000 120000 100000 https://www.cybercoders.com/data-engineer-job-...
83 Data Engineer Data Engineer If you are a Data Engineer with experience, pl... Go, Python, Java, C#, C++, Scala, Kotlin Seattle, WA Seattle WA 47.606209 -122.332071 Unknown Unknown Unknown https://www.cybercoders.com/data-engineer-job-...
84 Data Engineer Data Developer If you are a Data Developer with experience, p... ETL, SQL, Database Development, Database Desig... Grinnell, IA Grinnell IA 41.743409 -92.723246 65000 100000 82500 https://www.cybercoders.com/data-developer-job...
85 Data Engineer Data Engineer San Jose, CA, US- RELOCATION INCLUDED! Your ap... Applied Research, Hadoop/MapReduce/Spark, Prog... San Jose, CA San Jose CA 37.338208 -121.886329 Unknown Unknown Unknown https://www.cybercoders.com/data-engineer-job-...
86 Data Engineer Senior Python Data Engineer If you are a Senior Python Data Engineer with ... Python, AWS, ETL, Mapreduce, Redshift, Lambda,... New York City, NY New York City NY 40.712775 -74.005973 Unknown Unknown Unknown https://www.cybercoders.com/senior-python-data...
87 Data Engineer Senior Data Engineer If you are a Software Engineer with a Top Secr... Java, Hadoop, Cloudera, MarkLogic Arlington, VA Arlington VA 38.881621 -77.090981 75000 200000 137500 https://www.cybercoders.com/senior-data-engine...
88 Data Engineer Senior Big Data Engineer If you are a Senior Big Data Engineer skilled ... Hadoop, Mapreduce, SPARK, ElasticSearch, Java,... San Jose, CA San Jose CA 37.338208 -121.886329 150000 200000 175000 https://www.cybercoders.com/senior-big-data-en...
89 Data Engineer Senior Data Engineer Are you a Senior Data Engineer with Data Pipel... Data Pipeline, Python, Machine Learning San Francisco, CA San Francisco CA 37.774929 -122.419415 150000 250000 200000 https://www.cybercoders.com/senior-data-engine...
90 Data Engineer Lead Data Engineer Are you a Lead Data Engineer with extensive hi... SPARK, Kafka, Druid Santa Monica, CA Santa Monica CA 34.019454 -118.491191 140000 175000 157500 https://www.cybercoders.com/lead-data-engineer...
91 Data Engineer Lead Data Engineer If you are a Data Engineer with team leadershi... MY SQL, MongoDB, Data Warehouse Architecture, ... Boston, MA Boston MA 42.360082 -71.058880 150000 250000 200000 https://www.cybercoders.com/lead-data-engineer...
92 Data Engineer Lead Data Engineer If you are a Data Engineer with team leadershi... MY SQL, MongoDB, Data Warehouse Architecture, ... Cambridge, MA Cambridge MA 42.373616 -71.109733 120000 200000 160000 https://www.cybercoders.com/lead-data-engineer...
93 Data Engineer Senior Data Engineer Located in a beautiful office in Culver City, ... SPARK, Airflow, Redshift, Python Culver City, CA Culver City CA 34.021122 -118.396467 140000 175000 157500 https://www.cybercoders.com/senior-data-engine...
94 Data Engineer Python Data Engineer We are seeking a talented Python Data Engineer... Python, Data Engineering, Data Systems (Spark/... San Francisco, CA San Francisco CA 37.774929 -122.419415 150000 200000 175000 https://www.cybercoders.com/python-data-engine...
95 Data Engineer Sr. Data Engineer If you are a Sr. Data Engineer with experience... Healthcare/ Defense/Telecommunications Industr... Chicago, IL Chicago IL 41.878114 -87.629798 Unknown Unknown Unknown https://www.cybercoders.com/sr-data-engineer-j...
96 Data Engineer Senior Data Engineer Are you a Senior Data Engineer that wants to l... Python, AWS, Redshift, ETL, Hadoop, SPARK, Hiv... Venice, CA Venice CA 33.985047 -118.469483 140000 175000 157500 https://www.cybercoders.com/senior-data-engine...
97 Data Engineer Senior Data Engineer If you are a Senior Data Engineer with experie... Data Pipelines, Datat Structures, AWS/Cloud In... San Francisco, CA San Francisco CA 37.774929 -122.419415 160000 200000 180000 https://www.cybercoders.com/senior-data-engine...
98 Data Engineer Big Data Developer Disruptive. Game Changer. Truly innovative. Th... Python, Scala, Unix Command Line, Large-Scale ... Charleston, SC Charleston SC 32.776475 -79.931051 90000 150000 120000 https://www.cybercoders.com/big-data-developer...
99 Data Engineer Big Data Developer Disruptive. Game Changer. Truly innovative. Th... Python, Scala, Unix Command Line, Large-Scale ... New York City, NY New York City NY 40.712775 -74.005973 120000 175000 147500 https://www.cybercoders.com/big-data-developer...
100 Data Engineer Remote-Data Engineer ALL CANDIDATES MUST FILL OUT THE SKILLS AND QU... UML, Hadoop/Pig/Hive, SQL/NoSQL, EC2/S3/Dynamo... San Francisco, CA San Francisco CA 37.774929 -122.419415 130000 175000 152500 https://www.cybercoders.com/remote-data-engine...
101 Data Engineer Remote- Data Engineer ALL CANDIDATES MUST FILL OUT THE SKILLS AND QU... UML, Hadoop/Pig/Hive, SQL/NoSQL, EC2/S3/Dynamo... San Francisco, CA San Francisco CA 37.774929 -122.419415 130000 175000 152500 https://www.cybercoders.com/remote-data-engine...
102 Data Engineer Python Data Engineer If you are a Python Data Engineer with experie... Python, SPARK, Hadoop, ElasticSearch, Cascadin... San Francisco, CA San Francisco CA 37.774929 -122.419415 150000 200000 175000 https://www.cybercoders.com/python-data-engine...
103 Data Engineer Senior Data Engineer If you are a Senior or Lead Data Engineer with... SPARK, Kafka, Hadoop, Hive, Airflow, Java, Sca... Redwood City, CA Redwood City CA 37.485215 -122.236355 160000 200000 180000 https://www.cybercoders.com/senior-data-engine...
104 Data Engineer Big Data Engineer If you are a Big Data Engineer with experience... Hadoop, Hive, Mapreduce, yarn, Kafka, Pig, Ooz... Saint Louis, MO Saint Louis MO 38.627003 -90.199404 90000 110000 100000 https://www.cybercoders.com/big-data-engineer-...
105 Data Engineer Senior Data Engineer We are seeking a talented Data Engineer to joi... Python, Data Engineering, Data Systems (Spark/... San Francisco, CA San Francisco CA 37.774929 -122.419415 130000 175000 152500 https://www.cybercoders.com/senior-data-engine...
106 Data Engineer Senior Data Engineer If you are a Senior Data Engineer with ETL, SQ... ETL, SQL, Big Data Chicago, IL Chicago IL 41.878114 -87.629798 Unknown Unknown Unknown https://www.cybercoders.com/senior-data-engine...
107 Data Engineer Senior Data Engineer The worlds largest consumer electronics compan... Machine Learning, SPARK, Scala, C++, Python, S... Irvine, CA Irvine CA 33.684567 -117.826505 Unknown Unknown Unknown https://www.cybercoders.com/senior-data-engine...
108 Data Engineer Senior Data Engineer If you are a Senior Data Engineer with ETL, SQ... ETL, SQL, Big Data Atlanta, GA Atlanta GA 33.748995 -84.387982 Unknown Unknown Unknown https://www.cybercoders.com/senior-data-engine...
109 Data Engineer Senior Data Engineer If you are a Senior Data Engineer with Machin... Machine Learning, Artificial Intelligence, Sca... Malvern, PA Malvern PA 40.036218 -75.513812 120000 150000 135000 https://www.cybercoders.com/senior-data-engine...
110 Data Engineer Senior Data Engineer If you are a Senior Data Engineer with Python,... Machine Learning, Python, R Pittsburgh, PA Pittsburgh PA 40.440625 -79.995886 Unknown Unknown Unknown https://www.cybercoders.com/senior-data-engine...
111 Data Engineer Senior Data Engineer If you are a Senior Data Engineer with Python,... Python, SQL, Tableau Atlanta, GA Atlanta GA 33.748995 -84.387982 Unknown Unknown Unknown https://www.cybercoders.com/senior-data-engine...
112 Data Engineer Senior Data Engineer If you are a Senior Data Engineer with experie... Data Structures, Algorithms, Systems Behavior,... Palo Alto, CA Palo Alto CA 37.441883 -122.143019 Unknown Unknown Unknown https://www.cybercoders.com/senior-data-engine...
113 Data Engineer Senior Data Engineer If you are a Senior Data Engineer with experie... Data Structures/Algorithms/Systems, Interconne... Palo Alto, CA Palo Alto CA 37.441883 -122.143019 Unknown Unknown Unknown https://www.cybercoders.com/senior-data-engine...
114 Data Engineer Big Data Engineer If you are a Big Data Engineer with experience... ElasticSearch, Cassandra, Hadoop, AWS, EC2, S3... Waterloo, ON Waterloo ON 43.464258 -80.520410 90000 130000 110000 https://www.cybercoders.com/big-data-engineer-...
115 Data Engineer Senior Data Engineer If you are a Data Engineer with cloud computin... Data Structures, Machine Learning Algorithms, ... San Francisco, CA San Francisco CA 37.774929 -122.419415 Unknown Unknown Unknown https://www.cybercoders.com/senior-data-engine...
116 Data Engineer Python Data Engineer Direct hire opportunity for a Data Engineer wi... Python, Data Engineering, Data pipelining, AWS... New York City, NY New York City NY 40.712775 -74.005973 Unknown Unknown Unknown https://www.cybercoders.com/python-data-engine...
117 Data Engineer Data Engineer (Python, API) Based in NYC, we are a well-funded enterprise ... SQL, Data Modeling, Data Analytics & Visualiza... New York City, NY New York City NY 40.712775 -74.005973 90000 110000 100000 https://www.cybercoders.com/data-engineer-pyth...
118 Data Engineer Senior Data Engineer / Architect If you consider yourself an A+ Senior/Lead Dat... Python, SPARK, ETL Venice, CA Venice CA 33.985047 -118.469483 150000 200000 175000 https://www.cybercoders.com/senior-data-engine...
119 Data Engineer Data Engineer (Pentaho/ETL/Python) If you are a Data Engineer with Pentaho experi... Python, Java, SQL (BigQuery/Oracle and Hive), ... Culver City, CA Culver City CA 34.021122 -118.396467 100000 150000 125000 https://www.cybercoders.com/data-engineer-pent...
120 Data Engineer Senior Data Engineer (IoT, Embedded) If you are a Senior Data Engineer with experie... Embedded, AI, IOT, AWS, Node.js, Network Secur... Los Angeles, CA Los Angeles CA 34.052234 -118.243685 95000 175000 135000 https://www.cybercoders.com/senior-data-engine...
121 Data Engineer Big Data Engineer - Master Data Management If you are a Big Data Engineer with experience... Master Data Management, PostgreSQL, SQL progra... Arlington, VA Arlington VA 38.881621 -77.090981 100000 150000 125000 https://www.cybercoders.com/big-data-engineer-...
122 Data Engineer Senior Big Data Engineer - Hadoop/Kafka If you are a Senior Big Data Developer with ex... PHP, Java, Hadoop, Kafka, AWS, Python San Jose, CA San Jose CA 37.338208 -121.886329 130000 175000 152500 https://www.cybercoders.com/senior-big-data-en...
123 Data Engineer Big Data Engineer (ETL/AWS/Python) If you are a Big Data Engineer who enjoys buil... Python, Java, SQL (BigQuery/Oracle and Hive), ... Van Nuys, CA Van Nuys CA 34.189857 -118.451357 110000 150000 130000 https://www.cybercoders.com/big-data-engineer-...
124 Data Engineer Big Data Engineer - Scala, Hadoop, Spark If you are a Big Data Engineer with Scala, Had... Big Data, Scala, Hadoop, Data Mining, Kafka, G... Sunnyvale, CA Sunnyvale CA 37.368830 -122.036350 130000 175000 152500 https://www.cybercoders.com/big-data-engineer-...
125 Data Engineer Big Data Engineer - Scala, Hadoop, Spark If you are a Big Data Engineer with Scala, Had... Big Data, Scala, Hadoop, Data Mining, Kafka, G... Mountain View, CA Mountain View CA 37.386052 -122.083851 130000 175000 152500 https://www.cybercoders.com/big-data-engineer-...
126 Data Engineer Lead Data Engineer - Machine Learning and AI If you are a Lead Data Engineer with Machine ... Data Science, Big Data, Machine Learning, Arti... Malvern, PA Malvern PA 40.036218 -75.513812 120000 150000 135000 https://www.cybercoders.com/lead-data-engineer...
127 Data Engineer Big Data Engineer - Scala, Hadoop, Spark If you are a Big Data Engineer with Scala, Had... Big Data, Scala, Hadoop, Data Mining, Kafka, G... Austin, TX Austin TX 30.267153 -97.743061 130000 175000 152500 https://www.cybercoders.com/big-data-engineer-...
128 Data Engineer Senior Data Engineer (Distributed Systems, Jav... If you are a Software Engineer, who enjoys wor... Java, Go, C++, Zookeeper, Dropwizard, Kafka, C... Austin, TX Austin TX 30.267153 -97.743061 120000 140000 130000 https://www.cybercoders.com/senior-data-engine...
129 Data Engineer Data Engineer - Paid Relocation to Seattle, WA If you are a Data Engineer with experience, pl... Go, Python, Java, C#, C++, Scala, Kotlin Redwood City, CA Redwood City CA 37.485215 -122.236355 Unknown Unknown Unknown https://www.cybercoders.com/data-engineer-paid...
130 Data Engineer Senior Data Engineer (Distributed Systems, Jav... If you are a Software Engineer, who enjoys wor... Java, Go, Zookeeper, Dropwizard, Kafka, Cassan... San Francisco, CA San Francisco CA 37.774929 -122.419415 130000 175000 152500 https://www.cybercoders.com/senior-data-engine...
131 Data Engineer Senior Data Engineer (Distributed Systems, Jav... If you are a Software Engineer, who enjoys wor... Java, Go, Zookeeper, Dropwizard, Kafka, Cassan... Durham, NC Durham NC 35.994033 -78.898619 100000 130000 115000 https://www.cybercoders.com/senior-data-engine...
132 Data Engineer Sr Data Infrastructure Engineer Are you are a Sr Data Infrastructure Engineer ... Data delivery and streaming systems (Kafka/Sto... Palo Alto, CA Palo Alto CA 37.441883 -122.143019 140000 200000 170000 https://www.cybercoders.com/sr-data-infrastruc...
133 Data Engineer Sr. Data Warehouse Engineer Based in North Hollywood, CA we are a well est... SQL Server, Database Design, Ssis, Big Data to... North Hollywood, CA North Hollywood CA 34.187044 -118.381256 120000 150000 135000 https://www.cybercoders.com/sr-data-warehouse-...
134 Data Engineer Data Analytics Engineer If you are a Data Scientist with experience, p... Quantitative Analysis / Analytics, Statistical... San Mateo, CA San Mateo CA 37.562992 -122.325525 Unknown Unknown Unknown https://www.cybercoders.com/data-analytics-eng...
135 Data Engineer Senior Data Warehouse Developer If you are a Senior Data Warehouse Developer w... ETL, SQL, Big Data Washington, DC Washington DC 38.907192 -77.036871 Unknown Unknown Unknown https://www.cybercoders.com/senior-data-wareho...
136 Data Engineer Data Warehouse Engineer If you are a Data Warehouse Engineer with expe... SQL, Ssrs, SSAS, Ssis Indianapolis, IN Indianapolis IN 39.768403 -86.158068 35000 Unknown 17500 https://www.cybercoders.com/data-warehouse-eng...
137 Data Engineer Big Data Engineer: Big O Notation Required If you are a Big Data Engineer with Big O nota... Big Data, Big O Notation, Scala, Hadoop, Data ... Sunnyvale, CA Sunnyvale CA 37.368830 -122.036350 Unknown Unknown Unknown https://www.cybercoders.com/big-data-engineer-...
138 Data Engineer Lead Big Data Engineer (DoD security clearance... If you are a Lead Big Data Engineer with a DoD... Big Data, Architecture, Hadoop Reston, VA Reston VA 38.958631 -77.357003 Unknown Unknown Unknown https://www.cybercoders.com/lead-big-data-engi...
139 Data Engineer Senior Big Data Engineer -- Java, Hadoop, Spark If you are a Senior Software Engineer with exp... Java, Python, SQL Relational Database, Hadoop ... San Mateo, CA San Mateo CA 37.562992 -122.325525 150000 175000 162500 https://www.cybercoders.com/senior-big-data-en...
140 Data Engineer Senior Data Engineer | Need 3+ Years of INDUST... If you are a Senior Data Engineer with over 3 ... Redshift, Vertica, Mapreduce, Pig, Hive, SPARK... San Francisco, CA San Francisco CA 37.774929 -122.419415 150000 200000 175000 https://www.cybercoders.com/senior-data-engine...
141 Data Engineer Senior Machine Learning Engineer We harness the power of machine learning and p... Machine Learning, Natural Language Processing,... San Francisco, CA San Francisco CA 37.774929 -122.419415 175000 250000 212500 https://www.cybercoders.com/senior-machine-lea...
142 Data Engineer Solutions Sales Engineer If you are a Solutions Sales Engineer with exp... Sales Engineering, IOT, Data Engineer- Hadoop/... Redwood City, CA Redwood City CA 37.485215 -122.236355 Unknown Unknown Unknown https://www.cybercoders.com/solutions-sales-en...
143 Data Engineer Data Architect/Engineer (Walking Distance to B... If you are a Data Architect with over three ye... Hadoop, Pipeline Infrastructure, Pig, Hive, SP... San Francisco, CA San Francisco CA 37.774929 -122.419415 150000 200000 175000 https://www.cybercoders.com/data-architect-eng...
144 Data Engineer Senior Data Engineer ($200k - 300k) - SMACK St... If you are a Senior Data Engineer ($200k - 300... Smack Stack, Scala, Amazon Web Services (AWS) San Francisco, CA San Francisco CA 37.774929 -122.419415 200000 300000 250000 https://www.cybercoders.com/senior-data-engine...
145 Data Engineer Big Data Software Engineer - TS SCI with CI Po... If you are a Big Data Software Engineer - TS S... Big Data, TS/SCI, CI polygraph, Hadoop Arlington, VA Arlington VA 38.881621 -77.090981 Unknown Unknown Unknown https://www.cybercoders.com/big-data-software-...
146 Data Engineer Big Data Software Engineer - Hadoop, Kafka, Cl... POSITION REQUIRES AN ACTIVE TOP SECRET CLEARAN... Hadoop, Java, Linux, Bash/Perl scripting, Apac... Reston, VA Reston VA 38.958631 -77.357003 Unknown Unknown Unknown https://www.cybercoders.com/big-data-software-...
147 Data Engineer Software Developer - Big Data If you are a Software Developer with Big Data ... Big Data, Data Ingestion, Data Transformation Austin, TX Austin TX 30.267153 -97.743061 Unknown Unknown Unknown https://www.cybercoders.com/software-developer...
148 Data Engineer Senior Java Engineer - Big Data If you are a phenomenal Java coder looking for... Core Java, Big Data, Web programming, cloud pl... Chicago, IL Chicago IL 41.878114 -87.629798 120000 130000 125000 https://www.cybercoders.com/senior-java-engine...
149 Data Engineer Software Engineer (Clearance Required) Seeking talented Software Engineers with TS/SC... Software Development, Python, Java, Linux, AWS... Rockville, MD Rockville MD 39.083997 -77.152758 Unknown Unknown Unknown https://www.cybercoders.com/software-engineer-...
150 Data Engineer Senior Engineer and Data Architect If you are a Senior Engineer and Data Architec... Java, J2EE, Machine Learning, Big Data, R, Pyt... Troy, MI Troy MI 42.606409 -83.149775 120000 140000 130000 https://www.cybercoders.com/senior-engineer-an...
151 Data Engineer Senior Engineer and Data Architect If you are a Senior Engineer and Data Architec... Java, J2EE, Machine Learning, Big Data, R, Pyt... New York City, NY New York City NY 40.712775 -74.005973 150000 175000 162500 https://www.cybercoders.com/senior-engineer-an...
152 Data Engineer Product Engineer - Big Data If you are a Big Data Product Engineer with ex... Big Data/HPC Programming, Java, C/C++/C++11, S... Mountain View, CA Mountain View CA 37.386052 -122.083851 120000 175000 147500 https://www.cybercoders.com/product-engineer-b...
153 Data Engineer Data Analytics Software Engineer - Hadoop, Pyt... If you are a Software Engineer with back-end d... Python, AWS, PHP, Hadoop, Cassandra, cloud pla... Irvine, CA Irvine CA 33.684567 -117.826505 80000 130000 105000 https://www.cybercoders.com/data-analytics-sof...
154 Data Engineer Python Developer- Big Data If you are a Python Developer with experience ... Python, C++, Big Data, Kafka, SPARK, Docker, C... Chicago, IL Chicago IL 41.878114 -87.629798 95000 160000 127500 https://www.cybercoders.com/python-developer-b...
155 Data Engineer NetApp/ Data Center Consulting Systems Engineer An established IT Solutions Provider is seekin... Data Center Solutions, NetApp, VMWare, Cisco, ... Reston, VA Reston VA 38.958631 -77.357003 Unknown Unknown Unknown https://www.cybercoders.com/netapp-data-center...
156 Data Engineer NetApp/ Data Center Consulting Systems Engineer An established IT Solutions Provider is seekin... Data Center Solutions, NetApp, VMWare, Cisco, ... Washington, DC Washington DC 38.907192 -77.036871 Unknown Unknown Unknown https://www.cybercoders.com/netapp-data-center...
157 Data Engineer NetApp/ Data Center Consulting Systems Engineer An established IT Solutions Provider is seekin... Data Center Solutions, NetApp, VMWare, NCDA, N... Bowie, MD Bowie MD 39.006777 -76.779136 Unknown Unknown Unknown https://www.cybercoders.com/netapp-data-center...
158 Data Engineer Senior GUI Developer (Enterprise, Widgets, Dat... If you are a Senior GUI Developer (Enterprise,... Widget design, JavaScript, UX, HTML5, CSS3, RE... San Jose, CA San Jose CA 37.338208 -121.886329 160000 175000 167500 https://www.cybercoders.com/senior-gui-develop...
159 Data Engineer Cisco Data Center / Network Consulting Engineer Technology Solutions Provider focused on Next ... Cisco R/S, Cisco Data Center Solutions, UCS, N... Dunwoody, GA Dunwoody GA 33.946213 -84.334647 Unknown Unknown Unknown https://www.cybercoders.com/cisco-data-center-...
160 Data Engineer Senior Software Development Engineer - Data, H... We're helping people send over $3 billion arou... Data Engineering, Data Visualization, Hadoop, ... Seattle, WA Seattle WA 47.606209 -122.332071 Unknown Unknown Unknown https://www.cybercoders.com/senior-software-de...
161 Data Engineer Senior Software Engineer -- Java, Big Data If you are a Senior Software Engineer with exp... Java, Python, SQL Relational Database, Hadoop ... San Mateo, CA San Mateo CA 37.562992 -122.325525 140000 160000 150000 https://www.cybercoders.com/senior-software-en...
162 Data Engineer Senior Software Engineer - Data Distribution If you are a Senior Software Engineer experien... Systems Programming, C++, Python, Object Stora... San Jose, CA San Jose CA 37.338208 -121.886329 175000 225000 200000 https://www.cybercoders.com/senior-software-en...
163 Data Engineer C++ Senior Software Engineer - Data Distribution If you are a Senior Software Engineer experien... Systems Programming, C++, Python, Object Stora... San Jose, CA San Jose CA 37.338208 -121.886329 175000 225000 200000 https://www.cybercoders.com/c-plus-plus-senior...
164 Data Engineer Software Engineer (Infrastructure/Tools) - Dat... If you are a Software Engineer - Infrastructur... Python, Java, Go, Unix, Linux, Cloud, AWS San Mateo, CA San Mateo CA 37.562992 -122.325525 130000 175000 152500 https://www.cybercoders.com/software-engineer-...
165 Data Engineer Software Engineer (Big Data, Python, AWS) Based in Manhattan (Union Square Park area), w... AWS, Big Data, Python, Production Level Coding New York City, NY New York City NY 40.712775 -74.005973 100000 175000 137500 https://www.cybercoders.com/software-engineer-...
166 Data Engineer Java Big Data Pipeline Software Engineer If you are a Java Big Data Pipeline Software E... Data Pipelines, Java, Kafka San Jose, CA San Jose CA 37.338208 -121.886329 Unknown Unknown Unknown https://www.cybercoders.com/java-big-data-pipe...
167 Data Engineer Senior Software Engineer - Linux Big Data If you are a Senior Software Engineer experien... C++, Data Storage, Network File System, Storag... San Jose, CA San Jose CA 37.338208 -121.886329 175000 225000 200000 https://www.cybercoders.com/senior-software-en...
168 Data Engineer Software Engineer (Big Data, Python, AWS) Based in Manhattan (Union Square Park area), w... AWS, Big Data, Python, Production Level Coding Manhattan, NY Manhattan NY 40.783060 -73.971249 100000 175000 137500 https://www.cybercoders.com/software-engineer-...
169 Data Engineer Senior Software Engineer, Big Data If you are a Senior Software Engineer coming f... Java, Scala, SPARK, Hadoop, Distributed System... San Mateo, CA San Mateo CA 37.562992 -122.325525 140000 175000 157500 https://www.cybercoders.com/senior-software-en...
170 Data Engineer Python Developer If you are a Python Developer with experience,... Python, AWS, Big Data Solution Bethesda, MD Bethesda MD 38.984652 -77.094709 Unknown Unknown Unknown https://www.cybercoders.com/python-developer-j...
171 Data Engineer Solution Architect Solution Architect - Presales Engineer, Infras... Presales Engineer, Infrastructure, Data Manage... Fairfield, CT Fairfield CT 41.140836 -73.261262 120000 200000 160000 https://www.cybercoders.com/solution-architect...
172 Data Engineer Java UI Developer (UI ties into and pulls real... JAVA UI Engineer - Building UI for Stock Tradi... Java, UI Development, YUI, / JSF / Java Server... Irvine, CA Irvine CA 33.684567 -117.826505 95000 150000 122500 https://www.cybercoders.com/java-ui-developer-...
173 Data Engineer Machine Learning Engineer -- Big Data / Analyt... Based in San Mateo(right near the closest trai... Machine Learning, Big Data analytics, Java, Py... San Mateo, CA San Mateo CA 37.562992 -122.325525 100000 150000 125000 https://www.cybercoders.com/machine-learning-e...
174 Data Engineer Senior Java Engineer (Spring, Hibernate) - Dat... If you are a Senior Java Engineer with experie... Java, Spring Boot, Hibernate, AWS, Cloud, Unit... San Francisco, CA San Francisco CA 37.774929 -122.419415 140000 160000 150000 https://www.cybercoders.com/senior-java-engine...
175 Data Engineer Sr. Cisco Data Center / Network Consulting Arc... Technology Solutions Provider focused on Next ... Cisco R/S, Cisco Data Center Solutions, UCS, N... Dallas, TX Dallas TX 32.776664 -96.796988 Unknown Unknown Unknown https://www.cybercoders.com/sr-cisco-data-cent...
176 Data Engineer Sr. Software Test Engineer - Data Monitoring S... If you are a Senior Software Test Engineer wit... Java, Python, Go, Test Frameworks (home grown)... San Mateo, CA San Mateo CA 37.562992 -122.325525 130000 175000 152500 https://www.cybercoders.com/sr-software-test-e...
177 Data Engineer Sr. Software Test Engineer - Data Monitoring P... If you are a Senior Software Test Engineer wit... Java, Python, Go, Test Frameworks (home grown)... San Mateo, CA San Mateo CA 37.562992 -122.325525 130000 175000 152500 https://www.cybercoders.com/sr-software-test-e...
178 Data Engineer Network/Cloud Engineer - voice & data solution... If you are a Hybrid Network/ Cloud Engineer wi... Networking, Cloud Computing, Routers, Switches... Dallas, TX Dallas TX 32.776664 -96.796988 120000 140000 130000 https://www.cybercoders.com/network-cloud-engi...
179 Data Engineer Python Developer If you are a Python Developer with experience,... Python, AWS, Big Data Solution, RESTful APIs Bethesda, MD Bethesda MD 38.984652 -77.094709 100000 130000 115000 https://www.cybercoders.com/python-developer-j...
180 Data Engineer Sr. Software Developer - C++/Python (Cloud/Big... Located in beautiful Los Angeles, CA, we're br... Software Development in C++, Python, Linux, Cl... Los Angeles, CA Los Angeles CA 34.052234 -118.243685 Unknown Unknown Unknown https://www.cybercoders.com/sr-software-develo...
181 Data Engineer Software Engineer (Infrastructure/Tools/DevOp)... If you are a Software Engineer - Infrastructur... Python, Java, Go, Unix, Linux, Cloud, AWS San Mateo, CA San Mateo CA 37.562992 -122.325525 130000 175000 152500 https://www.cybercoders.com/software-engineer-...
182 Data Engineer iOS Developer If you are an iOS Developer with experience, p... Objective-C, iOS Development, Cocoa, Core Data... Reston, VA Reston VA 38.958631 -77.357003 120000 140000 130000 https://www.cybercoders.com/ios-developer-job-...
183 Data Engineer Software Engineer If you are a Software Engineer with Java exper... Java, SQL, JavaScript, AWS, Hadoop/Big Data San Francisco, CA San Francisco CA 37.774929 -122.419415 80000 130000 105000 https://www.cybercoders.com/software-engineer-...
184 Data Engineer Senior ETL Developer As one of the premier companies in Las Vegas. ... Informatica, SQL, ETL Development, Teradata, D... Las Vegas, NV Las Vegas NV 36.169941 -115.139830 Unknown Unknown Unknown https://www.cybercoders.com/senior-etl-develop...
185 Data Engineer Database Engineer If you are an experienced Database Engineer lo... SQL, Data Modeling, Performance Tuning, Disast... Santa Monica, CA Santa Monica CA 34.019454 -118.491191 120000 140000 130000 https://www.cybercoders.com/database-engineer-...
186 Data Engineer Ruby Developer Located in San Jose. If you are a Ruby Develop... RUBY, Web Application Development, Data Modeli... San Jose, CA San Jose CA 37.338208 -121.886329 Unknown Unknown Unknown https://www.cybercoders.com/ruby-developer-job...
187 Data Engineer DevOps Engineer If you are a DevOps Engineer with experience, ... Data Science, Machine Learning, R, Python, SQL... San Francisco, CA San Francisco CA 37.774929 -122.419415 110000 175000 142500 https://www.cybercoders.com/devops-engineer-jo...
188 Data Engineer Front End Engineer Job Title: Front End EngineerLocation: Tampa, ... JavaScript, SaaS, Bootstrap, React or Angular,... Tampa, FL Tampa FL 27.950575 -82.457178 65000 110000 87500 https://www.cybercoders.com/front-end-engineer...
189 Data Engineer Full Stack Engineer If you are a Full Stack Engineer with experien... Python, JavaScript, Backbone.JS, JQuery, Angul... New York City, NY New York City NY 40.712775 -74.005973 110000 130000 120000 https://www.cybercoders.com/full-stack-enginee...
190 Data Engineer UI Developer If you are a UI Developer with experience, ple... JavaScript, REACT, CSS3, HTML5, Hadoop, Scala,... Jersey City, NJ Jersey City NJ 40.728157 -74.077642 90000 120000 105000 https://www.cybercoders.com/ui-developer-job-4...
191 Data Engineer SQL Developer If you are a SQL Developer with experience, pl... T-SQL, SQL, SQL Server, C#, XML, Database Desi... Roseville, CA Roseville CA 38.752124 -121.288006 80000 100000 90000 https://www.cybercoders.com/sql-developer-job-...
192 Data Engineer Salesforce Engineer If you are a Salesforce Engineer with extensiv... Develop high quality code using APEX, Java, De... Northridge, CA Northridge CA 34.238125 -118.530123 100000 140000 120000 https://www.cybercoders.com/salesforce-enginee...
193 Data Engineer Senior Java Developer -Partial Remote If you are a Senior Java Developer -Partial Re... Java, Spring, Big Data Los Angeles, CA Los Angeles CA 34.052234 -118.243685 Unknown Unknown Unknown https://www.cybercoders.com/senior-java-develo...
194 Data Engineer Software Developer If you are a C/C++ Software Developer with exp... CAD development, C/C++, Windows, Parasolid, ad... Huntsville, AL Huntsville AL 34.730369 -86.586104 90000 130000 110000 https://www.cybercoders.com/software-developer...
195 Data Engineer Database Developer If you are a Database Developer with DBA with ... SQL Server, Dba, T-SQL, Performance Tuning, De... Huntersville, NC Huntersville NC 35.410694 -80.842850 75000 95000 85000 https://www.cybercoders.com/database-developer...
196 Data Engineer Sr. Machine Learning Engineer Based in Torrance, we are privately owned Heal... Machine Learning, Predictive Analytics, Big Data Torrance, CA Torrance CA 33.835849 -118.340629 120000 160000 140000 https://www.cybercoders.com/sr-machine-learnin...
197 Data Engineer Senior Java Developer If you are a senior java developer with experi... Java, Software Development, Spring, Hibernate,... Manchester, NH Manchester NH 42.995640 -71.454789 120000 150000 135000 https://www.cybercoders.com/senior-java-develo...
198 Data Engineer Senior Full Stack Engineer If you are a Senior Full Stack Engineer with e... Java, JavaScript, Spring, Angular/React, Big Data Washington, DC Washington DC 38.907192 -77.036871 130000 175000 152500 https://www.cybercoders.com/senior-full-stack-...
199 Data Engineer Senior Java Developer If you are a senior java developer with experi... Java, Software Development, Spring, Hibernate,... Manchester, NH Manchester NH 42.995640 -71.454789 100000 130000 115000 https://www.cybercoders.com/senior-java-develo...
200 Data Engineer Lead Full Stack Engineer If you are an experienced Full Stack Engineer ... Java, JavaScript, Spring, Angular/React, Big Data Washington, DC Washington DC 38.907192 -77.036871 150000 175000 162500 https://www.cybercoders.com/lead-full-stack-en...
201 Data Engineer Senior Database Developer If you are a Senior Database Developer with ex... SQL, Data, SQL Server, MySQL Los Angeles, CA Los Angeles CA 34.052234 -118.243685 Unknown Unknown Unknown https://www.cybercoders.com/senior-database-de...
202 Data Engineer Machine Learning Engineer We are a communication and technology company ... Data Science, Machine Learning, Simulation, Py... Knoxville, TN Knoxville TN 35.960638 -83.920739 95000 110000 102500 https://www.cybercoders.com/machine-learning-e...
203 Data Engineer Machine Learning Engineer If you are a Machine Learning Engineer with 3+... Machine Learning, Information Retrieval, Data ... San Jose, CA San Jose CA 37.338208 -121.886329 Unknown Unknown Unknown https://www.cybercoders.com/machine-learning-e...
204 Data Engineer Machine Learning Engineer San Jose, CA, US- RELOCATION INCLUDED! Your ap... Machine Learning, Information Retrieval, Data ... San Jose, CA San Jose CA 37.338208 -121.886329 Unknown Unknown Unknown https://www.cybercoders.com/machine-learning-e...
205 Data Engineer SQL Integration Engineer YOU ARE A passionate SQL Engineer that loves s... SQL Server, PL/SQL, T-SQL, SQL Queries, Data I... Costa Mesa, CA Costa Mesa CA 33.641216 -117.918822 90000 120000 105000 https://www.cybercoders.com/sql-integration-en...
206 Data Engineer Senior Machine Learning Engineer We're helping people send over $3 billion arou... Machine Learning, ML Algorithms, Python, SQL, ... Seattle, WA Seattle WA 47.606209 -122.332071 Unknown Unknown Unknown https://www.cybercoders.com/senior-machine-lea...
207 Data Engineer Senior ETL Developer If you are a Senior ETL Developer with experie... ETL, AWS, Informatica, DB2, Postgres, Kimball,... Fenton, MO Fenton MO 38.512646 -90.442988 100000 120000 110000 https://www.cybercoders.com/senior-etl-develop...
208 Data Engineer Back End Engineer If you are a Back End Software Engineer with e... Modern/Idiomatic Web Dev - Python, Flask or Dj... New York City, NY New York City NY 40.712775 -74.005973 120000 150000 135000 https://www.cybercoders.com/back-end-engineer-...
209 Data Engineer Full Stack Engineer If you are a Full Stack Software Engineer with... Modern/Idiomatic Web Dev - Python and JavaScri... New York City, NY New York City NY 40.712775 -74.005973 120000 160000 140000 https://www.cybercoders.com/full-stack-enginee...
210 Data Engineer Software Engineer If you are a Software Engineer with C++ experi... C++, Linux Platform, Search Algorithms, Inform... San Jose, CA San Jose CA 37.338208 -121.886329 Unknown Unknown Unknown https://www.cybercoders.com/software-engineer-...
211 Data Engineer Software Engineer San Jose, CA, US - RELOCATION INCLUDED!If you ... C++, Linux Platform, Search Algorithms, Inform... San Francisco, CA San Francisco CA 37.774929 -122.419415 Unknown Unknown Unknown https://www.cybercoders.com/software-engineer-...
212 Data Engineer Sr. Java Developer We are a self-sustaining, revenue generating D... Java, J2EE/Spring/Hibernate, SQL, RESTful API'... East Setauket, NY East Setauket NY 40.929376 -73.102550 100000 130000 115000 https://www.cybercoders.com/sr-java-developer-...
213 Data Engineer Sr. Java Engineer If you are a Sr. or Principal Java Engineer wi... Java, J2EE/Spring/Hibernate, Multi-Threaded De... Stony Brook, NY Stony Brook NY 40.925654 -73.140943 100000 130000 115000 https://www.cybercoders.com/sr-java-engineer-j...
214 Data Engineer Senior .NET C# Developer If you are a Senior .NET C# Developer with exp... .NET, C#, Windows, Big Data, SQL Server Youngsville, NC Youngsville NC 36.024873 -78.474444 Unknown Unknown Unknown https://www.cybercoders.com/senior-dot-net-c-s...
215 Data Engineer Senior DevOps Engineer Senior DevOps EngineerLocation: Belmont, CASal... Docker, AWS, cl/cd, Jenkins, GIT, Big Data Palo Alto, CA Palo Alto CA 37.441883 -122.143019 100000 160000 130000 https://www.cybercoders.com/senior-devops-engi...
216 Data Engineer Machine Learning Engineer Based in San Mateo(right near the closest trai... Machine Learning, Big Data analytics, Java, Py... San Mateo, CA San Mateo CA 37.562992 -122.325525 Unknown Unknown Unknown https://www.cybercoders.com/machine-learning-e...
217 Data Engineer Machine Learning Engineer Based in San Mateo(right near the closest trai... Machine Learning, Big Data analytics, Java, Py... San Mateo, CA San Mateo CA 37.562992 -122.325525 Unknown Unknown Unknown https://www.cybercoders.com/machine-learning-e...
218 Data Engineer Mobile Developer - iOS If you are an iOS Developer with experience, p... Objective-C, iOS Development, Cocoa, Core Data... Reston, VA Reston VA 38.958631 -77.357003 120000 140000 130000 https://www.cybercoders.com/mobile-developer-i...
219 Data Engineer Operations Support Engineer Ready to join the bio-tech & life sciences & c... Quality Control, Database Management Systems, ... Boston, MA Boston MA 42.360082 -71.058880 60000 85000 72500 https://www.cybercoders.com/operations-support...
220 Data Engineer Senior Java Engineer If you are a Senior Java Engineer, please read... Java, Spring, Sacalability, High Availability,... Seattle, WA Seattle WA 47.606209 -122.332071 Unknown Unknown Unknown https://www.cybercoders.com/senior-java-engine...
221 Data Engineer Senior Android Engineer - Will Relocate If you are a Senior Android Engineer, please r... Android, Data Structures, Algorithm Design, Java Seattle, WA Seattle WA 47.606209 -122.332071 150000 300000 225000 https://www.cybercoders.com/senior-android-eng...
222 Data Engineer Full-Stack Developer Disruptive. Game Changer. Truly innovative. Th... C++, Python, JavaScript, TDD / BDD, Large-Scal... Charleston, SC Charleston SC 32.776475 -79.931051 100000 140000 120000 https://www.cybercoders.com/full-stack-develop...
223 Data Engineer Senior Machine Learning Engineer Based in the greater Arlington, VA area, we ar... Machine Learning, Deep Learning, Python C++ OR... Arlington, VA Arlington VA 38.881621 -77.090981 110000 175000 142500 https://www.cybercoders.com/senior-machine-lea...
224 Data Engineer Senior Machine Learning Engineer Based in the greater Arlington, VA area, we ar... Machine Learning, Deep Learning, Python C++ OR... Arlington, VA Arlington VA 38.881621 -77.090981 110000 175000 142500 https://www.cybercoders.com/senior-machine-lea...
225 Data Engineer Senior QA Engineer (Python/Java) If you are a Senior QA Engineer with experienc... Java, Node.js, Python, RESTful APIs, Big Data,... San Jose, CA San Jose CA 37.338208 -121.886329 140000 150000 145000 https://www.cybercoders.com/senior-qa-engineer...
226 Data Engineer Software Engineer We have an exciting career opportunity for a S... Software Engineer, C++(OOD) C++ programming, A... Saint Louis, MO Saint Louis MO 38.627003 -90.199404 75000 110000 92500 https://www.cybercoders.com/software-engineer-...
227 Data Engineer Software Engineer If you are a Software Engineer with experience... LabView, Visual Basic, C++, C#, SQL, Comm Inte... Wixom, MI Wixom MI 42.524755 -83.536327 Unknown Unknown Unknown https://www.cybercoders.com/software-engineer-...
228 Data Engineer Lead Application Developer If you are a Senior/Lead Application Developer... Java, Web Services, SOAP, Rest, Data Analysis,... Pittsburgh, PA Pittsburgh PA 40.440625 -79.995886 95000 110000 102500 https://www.cybercoders.com/lead-application-d...
229 Data Engineer Senior Ruby Developer We are a consumer financing company offering a... RUBY, Web Application Development, Data Modeli... Menlo Park, CA Menlo Park CA 37.452960 -122.181725 Unknown Unknown Unknown https://www.cybercoders.com/senior-ruby-develo...
230 Data Engineer Lead Software Development Engineer If you are a Lead, Sr. or Principal Level Engi... Java, Data Structures, Algorithm Development, ... Cupertino, CA Cupertino CA 37.322998 -122.032182 175000 325000 250000 https://www.cybercoders.com/lead-software-deve...
231 Data Engineer Lead Software Development Engineer If you are a Lead, Sr. or Principal Level Engi... Java, Data Structures, Algorithm Development, ... Chicago, IL Chicago IL 41.878114 -87.629798 175000 325000 250000 https://www.cybercoders.com/lead-software-deve...
232 Data Engineer QA Engineer - Blockchain If you are a QA Engineer with experience, plea... Black Box, Automated Testing, Sanity Testing, ... San Francisco, CA San Francisco CA 37.774929 -122.419415 Unknown Unknown Unknown https://www.cybercoders.com/qa-engineer-blockc...
233 Data Engineer Automated Test Engineer With over half a dozen products in production ... Data Interpretation, Writing Algorithms, LabVi... Norwalk, CA Norwalk CA 33.902237 -118.081733 80000 120000 100000 https://www.cybercoders.com/automated-test-eng...
234 Data Engineer Lead Software Development Engineer If you are a Lead, Sr. or Principal Level Engi... Java, Data Structures, Algorithm Development, ... Palo Alto, CA Palo Alto CA 37.441883 -122.143019 250000 350000 300000 https://www.cybercoders.com/lead-software-deve...
235 Data Engineer Senior Web Applications Developer If you are a Senior Web Applications Developer... Data Structures, Object-oriented Programming, ... San Ramon, CA San Ramon CA 37.779927 -121.978015 130000 175000 152500 https://www.cybercoders.com/senior-web-applica...
236 Data Engineer Senior Web Applications Developer If you are a Senior Web Applications Developer... Data Structures, Object-oriented Programming, ... San Ramon, CA San Ramon CA 37.779927 -121.978015 120000 175000 147500 https://www.cybercoders.com/senior-web-applica...
237 Data Engineer Full-Stack Developer If you are a Full-Stack Developer with experie... JavaScript, TypeScript, Node.js, Python, Objec... Los Angeles, CA Los Angeles CA 34.052234 -118.243685 80000 120000 100000 https://www.cybercoders.com/full-stack-develop...
238 Data Engineer Test Automation Developer With roughly 20 products in production & a han... Writing Algorithms, C++, Python, Java, Data In... Norwalk, CA Norwalk CA 33.902237 -118.081733 95000 150000 122500 https://www.cybercoders.com/test-automation-de...
239 Data Engineer Senior Extrusion Engineer If you are a Senior Extrusion Engineer with ex... Extrusion, Polymer, Medical Device, Data Minin... Plymouth, MN Plymouth MN 45.010519 -93.455509 90000 110000 100000 https://www.cybercoders.com/senior-extrusion-e...
240 Data Engineer Senior Java Engineer We're on a mission to make more people...more... Java, JEE, JBoss, WildFly, Data Structures, Al... Long Beach, CA Long Beach CA 33.770050 -118.193740 140000 175000 157500 https://www.cybercoders.com/senior-java-engine...
241 Data Engineer Senior Machine Learning Engineer If you are a Senior Machine Learning Engineer ... Machine Learning, Data Science, Natural Langua... Redwood City, CA Redwood City CA 37.485215 -122.236355 Unknown Unknown Unknown https://www.cybercoders.com/senior-machine-lea...
242 Data Engineer Machine Learning Engineer If you are a Machine Learning Engineer with ex... Machine Learning, Data Science, Natural Langua... Redwood City, CA Redwood City CA 37.485215 -122.236355 Unknown Unknown Unknown https://www.cybercoders.com/machine-learning-e...
243 Data Engineer FPGA Design Engineer If you are a FPGA Design Engineer with experie... FPGA, RTL, UVM, data storage: Internal FPGA RA... Redondo Beach, CA Redondo Beach CA 33.849182 -118.388408 40000 Unknown 20000 https://www.cybercoders.com/fpga-design-engine...
244 Data Engineer OSI PI Developer If you are an OSI PI Developer with strong dom... Angular, Microsoft WebAPI/C#, OSIsoft, AF SDK,... Newton, MA Newton MA 42.337041 -71.209221 Unknown Unknown Unknown https://www.cybercoders.com/osi-pi-developer-j...
245 Data Engineer Front End Developer If you are a Front End Developer with experien... Angular, TypeScript, JavaScript, HTML, CSS Atlanta, GA Atlanta GA 33.748995 -84.387982 Unknown Unknown Unknown https://www.cybercoders.com/front-end-develope...
246 Data Engineer SQL Developer If you are a SQL Developer with experience, pl... MS SQL, T-SQL, Ssrs, .NET Framework, C#, MVC, ... Albertville, AL Albertville AL 34.267594 -86.208867 70000 90000 80000 https://www.cybercoders.com/sql-developer-job-...
247 Data Engineer Senior Software Engineer (Big Date/Python) If you are a Senior Software Engineer with exp... Big Data, Python, AWS Mountain View, CA Mountain View CA 37.386052 -122.083851 Unknown Unknown Unknown https://www.cybercoders.com/senior-software-en...
248 Data Engineer .NET Developer If you are a .NET Developer with ASP.NET and C... ASP.NET, MVC, C#, JQuery, SQL, Entity Framework Pittsburgh, PA Pittsburgh PA 40.440625 -79.995886 90000 95000 92500 https://www.cybercoders.com/dot-net-developer-...
249 Data Engineer PYTHON Engineer If you are a Research Engineer with heavy PYTH... modeling, Python, Panda, applications San Mateo, CA San Mateo CA 37.562992 -122.325525 Unknown Unknown Unknown https://www.cybercoders.com/python-engineer-jo...
250 Data Engineer Network Engineer If you are a Network Engineer with experience,... Routers, Firewalls, Switches, Wireless Control... Omaha, NE Omaha NE 41.256537 -95.934503 70000 110000 90000 https://www.cybercoders.com/network-engineer-j...
251 Data Engineer Network Engineer If you are a Network Engineer with experience,... Routers, Firewalls, Switches, Wireless Control... Omaha, NE Omaha NE 41.256537 -95.934503 70000 110000 90000 https://www.cybercoders.com/network-engineer-j...
252 Data Engineer Senior Software Developer Disruptive. Game Changer. Truly innovative. Th... Python, C++, TDD / BDD, JavaScript, Large-Scal... New York City, NY New York City NY 40.712775 -74.005973 120000 175000 147500 https://www.cybercoders.com/senior-software-de...
253 Data Engineer GoLang Developer If you are a GoLang Developer with 3+ years of... Go / Golang, Machine Learning, Software Engine... Ventura County, CA Ventura County CA 34.370488 -119.139064 140000 160000 150000 https://www.cybercoders.com/golang-developer-j...
254 Data Engineer Full Stack Engineer If you are a Full Stack Engineer with experien... OOP (Java/Python/C++ or similar), PHP, JQuery/... New York City, NY New York City NY 40.712775 -74.005973 110000 130000 120000 https://www.cybercoders.com/full-stack-enginee...
255 Data Engineer Full Stack Developer If you are a Full Stack Developer with experie... RUBY, JavaScript, Node.js, REACT, MongoDB, Pos... San Diego, CA San Diego CA 32.715738 -117.161084 90000 150000 120000 https://www.cybercoders.com/full-stack-develop...
256 Data Engineer Performance Engineer If you are a Performance Engineer with experie... Performance Testing, Linux, Python or Ruby, Di... San Francisco, CA San Francisco CA 37.774929 -122.419415 100000 150000 125000 https://www.cybercoders.com/performance-engine...
257 Data Engineer Full Stack Developer If you are a Full Stack Developer with experie... RUBY, MongoDB, JavaScript, Node.js, REACT, Pos... San Diego, CA San Diego CA 32.715738 -117.161084 90000 150000 120000 https://www.cybercoders.com/full-stack-develop...
258 Data Engineer Performance Engineer If you are a Performance Engineer with experie... Performance Testing, Linux, Python or Ruby, Di... San Francisco, CA San Francisco CA 37.774929 -122.419415 130000 175000 152500 https://www.cybercoders.com/performance-engine...
259 Data Engineer Sr. Salesforce Developer If you are a Salesforce Developer with extensi... Develop high quality code using APEX, Java, De... Canoga Park, CA Canoga Park CA 34.208254 -118.605861 80000 140000 110000 https://www.cybercoders.com/sr-salesforce-deve...
260 Data Engineer Senior Salesforce Developer If you are a Senior Salesforce Developer with ... Develop high quality code using APEX, Java, De... Northridge, CA Northridge CA 34.238125 -118.530123 100000 140000 120000 https://www.cybercoders.com/senior-salesforce-...
261 Data Engineer Lead Frontend Developer Lead Frontend DeveloperLocation: Arlington VAS... Frontend development, Vue/Angular/React, HTML5... Arlington, VA Arlington VA 38.881621 -77.090981 130000 160000 145000 https://www.cybercoders.com/lead-frontend-deve...
262 Data Engineer IT Security Engineer If you are a IT Security Engineer with experie... Security Auditing methodologies, PCI Data Secu... El Segundo, CA El Segundo CA 33.919180 -118.416465 80000 120000 100000 https://www.cybercoders.com/it-security-engine...
263 Data Engineer Senior Web Developer If you are a Senior Web Developer with experie... PHP, Ruby On Rails, AWS and Heroku, MVC archit... Boston, MA Boston MA 42.360082 -71.058880 90000 120000 105000 https://www.cybercoders.com/senior-web-develop...
264 Data Engineer Full Stack Web Developer We are an established advertising agency in Se... Web Application Development, HTML, CSS, JavaSc... Seattle, WA Seattle WA 47.606209 -122.332071 80000 120000 100000 https://www.cybercoders.com/full-stack-web-dev...
265 Data Engineer Principal Ruby on Rails Engineer We are a disruptive software company in the co... RUBY, Data Modeling, Whiteboarding, Test Drive... San Carlos, CA San Carlos CA 37.507159 -122.260522 Unknown Unknown Unknown https://www.cybercoders.com/principal-ruby-on-...
266 Data Engineer Full Stack Developer - Angular, Java If you are a Full Stack Software Developer wit... JavaScript/HTML5/CSS3, Java, AngularJS, T-SQL,... New York City, NY New York City NY 40.712775 -74.005973 120000 140000 130000 https://www.cybercoders.com/full-stack-develop...
267 Data Engineer Senior Cloud Engineer -- AWS Based in Cambridge, we are a rapidly growing d... cloud architecture, AWS Lambda, Messaging tech... Cambridge, MA Cambridge MA 42.373616 -71.109733 Unknown Unknown Unknown https://www.cybercoders.com/senior-cloud-engin...
268 Data Engineer Sr. Software Engineer If you are a Sr. Software Engineer in the Rale... Java, AWS, ETL, GIS, GIT, data-driven developm... Raleigh, NC Raleigh NC 35.779590 -78.638179 100000 130000 115000 https://www.cybercoders.com/sr-software-engine...
269 Data Engineer Sr. Software Engineer If you are a Sr. Software Engineer in the Rale... Java, AWS, ETL, GIS, GIT, data-driven developm... Raleigh, NC Raleigh NC 35.779590 -78.638179 100000 130000 115000 https://www.cybercoders.com/sr-software-engine...
270 Data Engineer Senior Java Developer If you are an experienced Senior Java Develope... PostgreSQL, Java, Distributed Systems, Core Ja... Burlington, MA Burlington MA 42.504716 -71.195621 Unknown Unknown Unknown https://www.cybercoders.com/senior-java-develo...
271 Data Engineer Senior Algorithm Engineer If you are a Senior level Algorithm Engineer w... Algorithm Development, Machine Learning, Image... Acton, MA Acton MA 42.485093 -71.432840 Unknown Unknown Unknown https://www.cybercoders.com/senior-algorithm-e...
272 Data Engineer Lead Android Engineer If you are a Lead/Senior Mobile Engineer with ... Java, Data persistence layers, Video mobile an... Venice, CA Venice CA 33.985047 -118.469483 120000 175000 147500 https://www.cybercoders.com/lead-android-engin...
273 Data Engineer Senior Android Engineer If you are a Senior Mobile Engineer with Andro... Java, Data persistence layers, Video mobile an... Marina Del Rey, CA Marina Del Rey CA 33.980289 -118.451745 120000 160000 140000 https://www.cybercoders.com/senior-android-eng...
274 Data Engineer Senior Java Engineer If you are an experienced Senior Java Engineer... PostgreSQL, Java, Distributed Systems, Core Ja... Burlington, MA Burlington MA 42.504716 -71.195621 110000 150000 130000 https://www.cybercoders.com/senior-java-engine...
275 Data Engineer Mixed Signal Design Engineer If you are a Mixed Signal Design Engineer with... Mixed-Signal ASIC Development, Analog Developm... Rochester, NY Rochester NY 43.156578 -77.608846 110000 160000 135000 https://www.cybercoders.com/mixed-signal-desig...
276 Data Engineer Senior Algorithm Engineer If you are a Senior level Algorithm Engineer w... Algorithm Development, Machine Learning, Image... Acton, MA Acton MA 42.485093 -71.432840 Unknown Unknown Unknown https://www.cybercoders.com/senior-algorithm-e...
277 Data Engineer Supplier Quality Engineer If you are a Supplier Quality Engineer with 2+... ISO 13485, Supplier Audits, PPAP, Mechanical o... Concord, CA Concord CA 37.977978 -122.031073 90000 130000 110000 https://www.cybercoders.com/supplier-quality-e...
278 Data Engineer C++ Engineer (Multi-threaded) If you are a C++ Engineer with multithreaded ... Server-side C++, Linux, GPU, IPC, Asynchronous... Palo Alto, CA Palo Alto CA 37.441883 -122.143019 Unknown Unknown Unknown https://www.cybercoders.com/c-plus-plus-engine...
279 Data Engineer Full-Stack JavaScript Developer If you are a Full-Stack JavaScript Developer w... JavaScript, ES6 syntax, Responsive HTML5 web-a... Sunnyvale, CA Sunnyvale CA 37.368830 -122.036350 80000 90000 85000 https://www.cybercoders.com/full-stack-javascr...
280 Data Engineer Senior Algorithm Engineer If you are a Senior level Algorithm Engineer w... Algorithm Development, Machine Learning, Compu... Acton, MA Acton MA 42.485093 -71.432840 120000 150000 135000 https://www.cybercoders.com/senior-algorithm-e...
281 Data Engineer Lead Ad Platform Engineer We are the most talked about leader in the onl... SOA experience on the backend, C/C++, Cross pl... Culver City, CA Culver City CA 34.021122 -118.396467 Unknown Unknown Unknown https://www.cybercoders.com/lead-ad-platform-e...
282 Data Engineer Lead Software Platform Engineer We are the most talked about leader in the onl... SOA experience on the backend, C/C++, Cross pl... Beverly Hills, CA Beverly Hills CA 34.073620 -118.400356 Unknown Unknown Unknown https://www.cybercoders.com/lead-software-plat...
283 Data Engineer Golang Software Developer | WE WILL RELOCATE YOU! If you are a Software Developer with experienc... Java, Golang, Go, AWS, Big Data Newport Beach, CA Newport Beach CA 33.618883 -117.929849 100000 175000 137500 https://www.cybercoders.com/golang-software-de...
284 Data Engineer Senior Software Developer Disruptive. Game Changer. Truly innovative. Th... Python, C++, Scala, SPARK, TDD / BDD, JavaScri... Charleston, SC Charleston SC 32.776475 -79.931051 100000 150000 125000 https://www.cybercoders.com/senior-software-de...
285 Data Engineer Senior Software Engineer If you are a Senior Software Engineer with exp... Java, JUnit, JMeter, Big Data Experience (Hado... San Francisco, CA San Francisco CA 37.774929 -122.419415 140000 175000 157500 https://www.cybercoders.com/senior-software-en...
286 Data Engineer PID Controls Engineer If you are an Instrumentation & Controls Engin... PID contoller, AC/DC/VFD motor drives, single/... Johnson City, TN Johnson City TN 36.313440 -82.353473 85000 90000 87500 https://www.cybercoders.com/pid-controls-engin...
287 Data Engineer Network Sales Engineer If you are a Network Sales Engineer with exper... Telecommunications Industry, Sales Engineering... Lexington, KY Lexington KY 38.040584 -84.503716 Unknown Unknown Unknown https://www.cybercoders.com/network-sales-engi...
288 Data Engineer Senior Server Developer If you are a Senior Server Developer with 2-7 ... NoSQL, Ruby On Rails, XML and JSON based data ... Arlington, VA Arlington VA 38.881621 -77.090981 Unknown Unknown Unknown https://www.cybercoders.com/senior-server-deve...
289 Data Engineer Sr. Network Pre Sales Engineer Leading Technology Solutions Provider / System... Cisco R/S, Cisco Security, Cisco Voice, Cisco ... Santa Monica, CA Santa Monica CA 34.019454 -118.491191 Unknown Unknown Unknown https://www.cybercoders.com/sr-network-pre-sal...
290 Data Engineer Sr. Network Pre Sales Engineer Leading Technology Solutions Provider / System... Cisco R/S, Cisco Security, Cisco Voice, Cisco ... Glendale, CA Glendale CA 34.142508 -118.255075 Unknown Unknown Unknown https://www.cybercoders.com/sr-network-pre-sal...
291 Data Engineer Software QA & Python Developer Based in Denver, CO , we are a leading tech co... Python, closure, decorator, Data Structures, J... Denver, CO Denver CO 39.739236 -104.990251 Unknown Unknown Unknown https://www.cybercoders.com/software-qa-python...
292 Data Engineer Full-Stack Developer (C# and .NET) If you are a Full-Stack Developer (C# and .NET... C#, ASP.NET, JavaScript, T-SQL, JQuery, Data M... Charlotte, NC Charlotte NC 35.227087 -80.843127 Unknown Unknown Unknown https://www.cybercoders.com/full-stack-develop...
293 Data Engineer DBA/DB Engineer (SQL Server) If you are a DBA/DB Engineer (SQL Server) with... Queries, Scripting, Data Warehousing, Cloud, S... Boca Raton, FL Boca Raton FL 26.368306 -80.128932 85000 110000 97500 https://www.cybercoders.com/dba-db-engineer-sq...
294 Data Engineer Lead Software Engineer If you are a Sr. or Lead Software/Platform Eng... Data Analytics Platforms, Machine Learning, Ma... Mountain View, CA Mountain View CA 37.386052 -122.083851 140000 175000 157500 https://www.cybercoders.com/lead-software-engi...
295 Data Engineer Lead Software Engineer If you are a Senior / Lead level Software Engi... Java, Object Oriented, Data Structures, Algori... Chicago, IL Chicago IL 41.878114 -87.629798 160000 325000 242500 https://www.cybercoders.com/lead-software-engi...
296 Data Engineer Senior Software Developer Based in downtown San Francisco, CA we are a V... JavaScript, React.JS, Golang, Open Source, Dat... San Francisco, CA San Francisco CA 37.774929 -122.419415 130000 150000 140000 https://www.cybercoders.com/senior-software-de...
297 Data Engineer Ruby on Rails Software Engineer We are a disruptive software company in the co... RUBY, Data Modeling, Whiteboarding, Test Drive... Palo Alto, CA Palo Alto CA 37.441883 -122.143019 130000 160000 145000 https://www.cybercoders.com/ruby-on-rails-soft...
298 Data Engineer Software Engineer - Kafka Expert If you are a Software Engineer - Kafka Expert ... Kafka, Data, Kafka implementation, Confluent K... Los Angeles, CA Los Angeles CA 34.052234 -118.243685 Unknown Unknown Unknown https://www.cybercoders.com/software-engineer-...
299 Data Engineer Software Development Engineer - ALL LEVELS, WI... We are looking for talented Software Engineers... Java, C++, C#, Data Structures, Algorithms Seattle, WA Seattle WA 47.606209 -122.332071 80000 200000 140000 https://www.cybercoders.com/software-developme...
300 Data Engineer Senior Software Development Engineer - WILL RE... We are looking for talented Senior Software En... Java, C++, C#, Data Structures, Algorithms New York City, NY New York City NY 40.712775 -74.005973 150000 300000 225000 https://www.cybercoders.com/senior-software-de...
301 Data Engineer Senior Platform Engineer - Rails, Angular.js If you are a Platform Engineer with Rails & An... Rails, Angular.js, Data Modeling, Web Technolo... Los Angeles, CA Los Angeles CA 34.052234 -118.243685 100000 160000 130000 https://www.cybercoders.com/senior-platform-en...
302 Data Engineer Mobile Developer - High Growth Opportunity! If you are a Mobile Developer with iOS experie... Objective-C, iOS Development, Cocoa, Core Data... Reston, VA Reston VA 38.958631 -77.357003 120000 140000 130000 https://www.cybercoders.com/mobile-developer-h...
303 Data Engineer Senior Software Engineer Known as a leader in our industry for decades,... C#, SQL, ASP.NET, ERP System Development, Visu... Milpitas, CA Milpitas CA 37.432334 -121.899574 120000 150000 135000 https://www.cybercoders.com/senior-software-en...
304 Data Engineer Lead/Senior Mobile Engineer (Android) If you are a Lead/Senior Mobile Engineer with ... Java, Data persistence layers, Video mobile an... Venice, CA Venice CA 33.985047 -118.469483 120000 160000 140000 https://www.cybercoders.com/lead-senior-mobile...
305 Data Engineer Lead/Senior Mobile Engineer (Android) If you are a Lead/Senior Mobile Engineer with ... Java, Data persistence layers, Video mobile an... Venice, CA Venice CA 33.985047 -118.469483 120000 160000 140000 https://www.cybercoders.com/lead-senior-mobile...
306 Data Engineer Senior Database Engineer - Java If you are an experienced Senior Java Develope... PostgreSQL, Java, Distributed Systems, Core Ja... Burlington, MA Burlington MA 42.504716 -71.195621 Unknown Unknown Unknown https://www.cybercoders.com/senior-database-en...
307 Data Engineer Lead/Manager Software Engineer We are the most talked about leader in the onl... SOA experience on the backend, C/C++, Cross pl... Westwood, CA Westwood CA 40.306000 -121.005793 Unknown Unknown Unknown https://www.cybercoders.com/lead-manager-softw...
308 Data Engineer Senior Software Engineer - Cryptocurrency If you are a Senior Software Engineer with Cry... Blockchain, Cryptography, AI, Java/Python/Gola... New York City, NY New York City NY 40.712775 -74.005973 150000 250000 200000 https://www.cybercoders.com/senior-software-en...
309 Data Engineer SIEM Engineer - ArcSight, Splunk If you are a Security Engineer with ArcSight o... ArcSight, Network/Host/Data/Application Securi... Washington, DC Washington DC 38.907192 -77.036871 140000 150000 145000 https://www.cybercoders.com/siem-engineer-arcs...
310 Data Engineer Senior Platform Engineer - Ruby/Scala We are a leading B2B PaaS company focused on b... Ruby On Rails, Scalability, Security, Algorith... San Francisco, CA San Francisco CA 37.774929 -122.419415 150000 175000 162500 https://www.cybercoders.com/senior-platform-en...
311 Data Engineer Senior Back-End / GoLang Engineer If you are a Senior Software Engineer w/ GoLan... Go, IOT, Big Data, Video, Protobuf, Python, Mu... Irvine, CA Irvine CA 33.684567 -117.826505 120000 160000 140000 https://www.cybercoders.com/senior-back-end-go...
312 Data Engineer Senior Python Engineer (Server side, Storage) If you are a Senior Python Engineer (Server si... Python, Multi-threaded Programming, asynchrono... San Jose, CA San Jose CA 37.338208 -121.886329 150000 200000 175000 https://www.cybercoders.com/senior-python-engi...
313 Data Engineer Cybersecurity/Information Assurance Engineer (... If you are a Cybersecurity/Information Assuran... Data Security Administration, CSSP, CEH, GCIH,... Colorado Springs, CO Colorado Springs CO 38.833882 -104.821363 80000 95000 87500 https://www.cybercoders.com/cybersecurity-info...
314 Data Engineer Sr. Front End Developer (Casual Office/Flexibl... If you are a Sr. Front End Developer with expe... Angular, TypeScript, Cordova, Agile, Kanban, T... Arlington, TX Arlington TX 32.735687 -97.108066 Unknown Unknown Unknown https://www.cybercoders.com/sr-front-end-devel...
315 Data Engineer Software Developer - Linux, C, Python If you are a Linux Software Developer with ex... Software Engineer, C, C++, Python, Linux Kerne... Irvine, CA Irvine CA 33.684567 -117.826505 Unknown Unknown Unknown https://www.cybercoders.com/software-developer...
316 Data Engineer Software Engineer, Big Data - ACTIVE TS/SCI w ... Software Engineer, Big Data - ACTIVE TS/SCI w ... TS/SCI with FS Polygraph Clearance, Java, Map ... Anne Arundel County, MD Anne Arundel County MD 38.953011 -76.548823 Unknown Unknown Unknown https://www.cybercoders.com/software-engineer-...
317 Data Engineer Software Engineer, Big Data - ACTIVE TS/SCI w ... Software Engineer, Big Data - ACTIVE TS/SCI w ... TS/SCI with FS Polygraph Clearance, Java, Map ... Alexandria, VA Alexandria VA 38.804836 -77.046921 Unknown Unknown Unknown https://www.cybercoders.com/software-engineer-...
318 Data Engineer Senior Java Engineer If you are a Senior Software Engineer with exp... J2EE, Java, SQL, JDBC, Microservices, RESTful,... San Jose, CA San Jose CA 37.338208 -121.886329 70000 Unknown 35000 https://www.cybercoders.com/senior-java-engine...
319 Data Engineer Ruby on Rails Developer We are an advanced medical data processing co... Ruby On Rails, AWS, PHP Colorado Springs, CO Colorado Springs CO 38.833882 -104.821363 80000 120000 100000 https://www.cybercoders.com/ruby-on-rails-deve...
320 Data Engineer Magento Developer - eCommerce! We pride ourselves in developing growth strate... Magento, Magento 2, PHP, JavaScript, XML, JSON... San Diego, CA San Diego CA 32.715738 -117.161084 95000 100000 97500 https://www.cybercoders.com/magento-developer-...
321 Data Engineer Senior Java Engineer Title: Senior Software EngineerSalary: $70/hr ... J2EE, Java, SQL, JDBC, Microservices, RESTful,... San Jose, CA San Jose CA 37.338208 -121.886329 70000 Unknown 35000 https://www.cybercoders.com/senior-java-engine...
322 Data Engineer Principal Java Developer If you are a Principal Java Developer with 5+ ... Java, Spring, SOA, Bootstrap Baltimore, MD Baltimore MD 39.290385 -76.612189 110000 140000 125000 https://www.cybercoders.com/principal-java-dev...
323 Data Engineer Principal Java Developer If you are a Principal Java Developer with 5+ ... Java, Spring, SOA, Bootstrap Bedford, MA Bedford MA 42.490623 -71.276009 110000 140000 125000 https://www.cybercoders.com/principal-java-dev...
324 Data Engineer SQL Developer (relocation offered) If you are a SQL Developer with experience, pl... MS SQL, T-SQL, Ssrs, .NET Framework, C#, MVC, ... Albertville, AL Albertville AL 34.267594 -86.208867 70000 90000 80000 https://www.cybercoders.com/sql-developer-relo...
325 Data Engineer Software Engineer -- Machine Learning, NLP Based in San Mateo(right near the closest trai... Machine Learning, Big Data analytics, Java, Py... San Mateo, CA San Mateo CA 37.562992 -122.325525 100000 130000 115000 https://www.cybercoders.com/software-engineer-...
326 Data Engineer Software Engineer - Java / Scala If you are a Software Engineer with experience... Hadoop, Scala, SPARK, Java, NODE, REACT, Big Data Jersey City, NJ Jersey City NJ 40.728157 -74.077642 150000 175000 162500 https://www.cybercoders.com/software-engineer-...
327 Data Engineer Java DevOps Engineer We are the premier data collaboration platform... Debian, Linux, Java, Python, MySQL, Shell Scri... San Francisco, CA San Francisco CA 37.774929 -122.419415 120000 200000 160000 https://www.cybercoders.com/java-devops-engine...
328 Data Engineer SCALA Cloud Engineer If you are a Senior Software Engineer with Clo... Scala, Java, RESTful API, Microservices, Amazo... Kitchener, ON Kitchener ON 43.451639 -80.492534 95000 140000 117500 https://www.cybercoders.com/scala-cloud-engine...
329 Data Engineer .NET Developer - SQL Job Title: .NET Software DeveloperLocation: Sa... .NET, Visual Studio, C#, SQL, MVC Santa Barbara, CA Santa Barbara CA 34.420831 -119.698190 Unknown Unknown Unknown https://www.cybercoders.com/dot-net-developer-...
330 Data Engineer Web UI Developer If you are a Web UI Developer with experience,... JavaScript, XHTML, CSS, AJAX, Agile Developmen... Wellesley, MA Wellesley MA 42.296797 -71.292388 Unknown Unknown Unknown https://www.cybercoders.com/web-ui-developer-j...
331 Data Engineer Sr Full Stack JavaScript Engineer Are you a Sr. Full Stack Developer looking to ... Node.js, REACT, Angular, JavaScript Gardena, CA Gardena CA 33.888349 -118.308962 100000 130000 115000 https://www.cybercoders.com/sr-full-stack-java...
332 Data Engineer Senior Devops Engineer Are you a Senior Devops Engineer who doesn't w... Linux, AWS, Java Glendale, CA Glendale CA 34.142508 -118.255075 130000 160000 145000 https://www.cybercoders.com/senior-devops-engi...
333 Data Engineer Senior Devops Engineer Are you a Senior Devops Engineer who doesn't w... Linux, AWS, Java Glendale, CA Glendale CA 34.142508 -118.255075 130000 160000 145000 https://www.cybercoders.com/senior-devops-engi...
334 Data Engineer Deep Learning Engineer If you are a Deep Learning Engineer with exper... Deep Learning, Machine Learning, Natural Langu... San Francisco, CA San Francisco CA 37.774929 -122.419415 Unknown Unknown Unknown https://www.cybercoders.com/deep-learning-engi...
335 Data Engineer Sr. UI Engineer With a beautiful office located in Redwood Cit... Node.js, React.JS, AngularJS Redwood City, CA Redwood City CA 37.485215 -122.236355 150000 175000 162500 https://www.cybercoders.com/sr-ui-engineer-job...
336 Data Engineer Machine Learning Engineer If you are a Machine Learning Engineer with ... Machine Learning, Deep Learning, Java Palo Alto, CA Palo Alto CA 37.441883 -122.143019 Unknown Unknown Unknown https://www.cybercoders.com/machine-learning-e...
337 Data Engineer Lead DevOps Engineer If you are a DevOps Engineer with experience l... Devops, Continuous Automation, Continuous depl... San Jose, CA San Jose CA 37.338208 -121.886329 150000 225000 187500 https://www.cybercoders.com/lead-devops-engine...
338 Data Engineer Performance Test Engineer If you are a Performance Test Engineer with ex... Performance Testing, Linux, Python or Ruby, Di... San Francisco, CA San Francisco CA 37.774929 -122.419415 100000 150000 125000 https://www.cybercoders.com/performance-test-e...
339 Data Engineer Senior DevOps Engineer (Python) If you are a Senior DevOps Engineer (Python) w... Devops, Continuous Automation, Continuous depl... San Jose, CA San Jose CA 37.338208 -121.886329 150000 225000 187500 https://www.cybercoders.com/senior-devops-engi...
340 Data Engineer Software Development Engineer in Test If you are a Software Development Engineer in ... Test Automation, Selenium, API Testing, Ruby/J... San Francisco, CA San Francisco CA 37.774929 -122.419415 95000 130000 112500 https://www.cybercoders.com/software-developme...
341 Data Engineer Full-Stack Engineer If you are a Full-Stack Engineer with experie... Java, SQL, React.JS, JavaScript, AWS San Francisco, CA San Francisco CA 37.774929 -122.419415 100000 150000 125000 https://www.cybercoders.com/full-stack-enginee...
342 Data Engineer Blockchain Smart Contracts Engineer If you are a Smart Contracts Engineer with exp... Private Ethereum Compatible Blockchain, Ethere... Portland, OR Portland OR 45.512231 -122.658719 120000 150000 135000 https://www.cybercoders.com/blockchain-smart-c...
343 Data Engineer Professional Services Engineer If you are a Professional Services Engineer ... Java, Customer Facing, Professional Services, ... San Francisco, CA San Francisco CA 37.774929 -122.419415 120000 160000 140000 https://www.cybercoders.com/professional-servi...
344 Data Engineer Lead UI Engineer If you are a Lead UI Engineer with experience,... Product Development, Web based analytics/BI/Vi... San Francisco, CA San Francisco CA 37.774929 -122.419415 150000 175000 162500 https://www.cybercoders.com/lead-ui-engineer-j...
345 Data Engineer Software Development Engineer in Test If you are a Software Development Engineer in ... Test Automation, Selenium, API Testing, Ruby/J... San Francisco, CA San Francisco CA 37.774929 -122.419415 100000 150000 125000 https://www.cybercoders.com/software-developme...
346 Data Engineer Senior Fullstack Web Developer If you are a Senior Fullstack Web Developer wi... fullstack, Node.js, AWS Santa Monica, CA Santa Monica CA 34.019454 -118.491191 130000 175000 152500 https://www.cybercoders.com/senior-fullstack-w...
347 Data Engineer Software (CRM) Developer If you have a background in .NET and any CRM-r... C#/.NET, SQL Server, Some CRM Development/Cust... Las Vegas, NV Las Vegas NV 36.169941 -115.139830 70000 90000 80000 https://www.cybercoders.com/software-crm-devel...
348 Data Engineer Mechanical Engineer - Solidworks, UAV, Drones!!! Based in San Diego, we are an innovative drone... UAV, Drone, Mechanical testing, Soldering, dat... San Diego, CA San Diego CA 32.715738 -117.161084 Unknown Unknown Unknown https://www.cybercoders.com/mechanical-enginee...
349 Data Engineer Senior Software Development Engineer - $200k + If you are a Senior Software Development Engin... API Development, Large Data Sets, C#, Java, Py... Seattle, WA Seattle WA 47.606209 -122.332071 160000 200000 180000 https://www.cybercoders.com/senior-software-de...
350 Data Engineer Director of Computer Vision Engineer - Python ... Based in New York City, we are a dedicated, ta... Computer Vision, Hands-on leadership, Python, ... New York City, NY New York City NY 40.712775 -74.005973 Unknown Unknown Unknown https://www.cybercoders.com/director-of-comput...
351 Data Engineer Full-Stack Engineer (Backend) - RoR and Storag... If you are a skilled Full-Stack Engineer that ... Data Storage, Ruby On Rails, REACT, Python, Ja... San Mateo, CA San Mateo CA 37.562992 -122.325525 140000 160000 150000 https://www.cybercoders.com/full-stack-enginee...
352 Data Engineer Software Engineer - C++ - Multi-thread - Algor... We have an exciting career opportunity for a S... Software Engineer, C++(OOD) C++ programming, A... Saint Louis, MO Saint Louis MO 38.627003 -90.199404 75000 110000 92500 https://www.cybercoders.com/software-engineer-...
353 Data Engineer Remote/Onsite Web Developer (Javascript and An... Title: Mid - Sr. Level Web Developer (JavaScri... JavaScript, Angular, REACT, Script and Styling... Toledo, OH Toledo OH 41.652805 -83.537867 80000 120000 100000 https://www.cybercoders.com/remote-onsite-web-...
354 Data Engineer Senior Web Developer (Javascript and Angular/R... Title: Mid - Sr. LevelCompensation: Negotiable... JavaScript, Angular, REACT, Script and Styling... Detroit, MI Detroit MI 42.331427 -83.045754 70000 120000 95000 https://www.cybercoders.com/senior-web-develop...
355 Data Engineer Principle Engineer - Embedded Product Develop... As a member of the product development team, y... Embedded Product Development, Linux, M2M Techn... Irvine, CA Irvine CA 33.684567 -117.826505 Unknown Unknown Unknown https://www.cybercoders.com/principle-engineer...
356 Data Engineer Senior Java Engineer - Leading CyberSecurity C... If you are an experienced Senior Java Engineer... PostgreSQL, Java, Distributed Systems, Core Ja... Burlington, MA Burlington MA 42.504716 -71.195621 110000 150000 130000 https://www.cybercoders.com/senior-java-engine...
357 Data Engineer Sr. Software Engineer - C++/Multi-Threaded Located in beautiful Los Angeles, CA, we're br... Software Development in C++, Python, Linux, Al... Los Angeles, CA Los Angeles CA 34.052234 -118.243685 Unknown Unknown Unknown https://www.cybercoders.com/sr-software-engine...
358 Data Engineer Sr. Software Engineer - C++/Multi-Threaded Located in beautiful Pasadena, CA, we're an AI... Software Development in C++, Python, Linux, Al... Pasadena, CA Pasadena CA 34.147785 -118.144515 Unknown Unknown Unknown https://www.cybercoders.com/sr-software-engine...
359 Data Engineer Senior C/C++ Developer - Medical Device Startup If you are a C/C++ Software Engineer proficien... C++, Medical Devices, Startup Experience, Data... Sunnyvale, CA Sunnyvale CA 37.368830 -122.036350 140000 175000 157500 https://www.cybercoders.com/senior-c-c-plus-pl...
360 Data Engineer Cisco Security Lead Regional Solutions Enginee... Leading Solutions Provider partnered with Cisc... CCIE, Cisco R/S, Cisco Data Center, Cisco Secu... Reston, VA Reston VA 38.958631 -77.357003 Unknown Unknown Unknown https://www.cybercoders.com/cisco-security-lea...
361 Data Engineer Senior Ruby on Rails Developer for Top Market ... Leading data analytics company with offices ac... Ruby on Rails / RoR / Ruby / Rails, Data Struc... Orlando, FL Orlando FL 28.538335 -81.379237 100000 120000 110000 https://www.cybercoders.com/senior-ruby-on-rai...
362 Data Engineer Senior Software Engineer (C#, .Net) with some ... We are the advance engineering team supporting... C#, .NET, Microsoft Visual Studio, Object-orie... Elmira, NY Elmira NY 42.089796 -76.807734 90000 140000 115000 https://www.cybercoders.com/senior-software-en...
363 Data Engineer WPF Engineer - RELOCATE today! If you are a WPF Engineer with C# experience, ... C#, .NET, CLR, Windows Tacoma, WA Tacoma WA 47.252877 -122.444291 120000 150000 135000 https://www.cybercoders.com/wpf-engineer-reloc...
364 Data Engineer Senior Software Engineer If you are a Senior Software Engineer with ex... Java, Scala, NoSQL, Rest San Mateo, CA San Mateo CA 37.562992 -122.325525 150000 200000 175000 https://www.cybercoders.com/senior-software-en...
365 Data Engineer Principal Software Engineer (.NET) If you are a .NET/C# Developer with experience... .NET, C#, SQL, Team Foundation Server (TFS), A... Solon, OH Solon OH 41.389776 -81.441226 Unknown Unknown Unknown https://www.cybercoders.com/principal-software...
366 Data Engineer Senior Software Engineer (.NET) If you are a Senior Software Developer with ex... .NET, C#, SQL, Agile Software Development, ASP... Wellesley, MA Wellesley MA 42.296797 -71.292388 Unknown Unknown Unknown https://www.cybercoders.com/senior-software-en...
367 Data Engineer Lead Software Developer We are one of the most successful technology s... Java, JavaScript, Python, Expert HTML5 and CSS... Philadelphia, PA Philadelphia PA 39.952584 -75.165222 130000 175000 152500 https://www.cybercoders.com/lead-software-deve...
368 Data Engineer Lead Software Engineer If you are a Lead Software Engineer with exper... applications Mesos-Kafka-Spark-Yarn-Ignite, St... Irvine, CA Irvine CA 33.684567 -117.826505 Unknown Unknown Unknown https://www.cybercoders.com/lead-software-engi...
369 Data Engineer Blockchain Developer - Preferably Ethereum Based in the Financial District in SF, we are ... Blockchain, Ethereum, Python, C++, Blockchain ... San Francisco, CA San Francisco CA 37.774929 -122.419415 Unknown Unknown Unknown https://www.cybercoders.com/blockchain-develop...
370 Data Engineer Senior Front End Developer (Relocate to Tampa) Job Title: Senior Front-End DeveloperLocation:... JavaScript, User Interface Design / Developmen... Orlando, FL Orlando FL 28.538335 -81.379237 Unknown Unknown Unknown https://www.cybercoders.com/senior-front-end-d...
371 Data Engineer Senior Software Engineer We are looking to add a talented contract to h... Hadoop, Hive, Spark and Presto, Apache Solr an... Mountain View, CA Mountain View CA 37.386052 -122.083851 Unknown Unknown Unknown https://www.cybercoders.com/senior-software-en...
372 Data Engineer Software Development Engineer - C++, Linux, Re... If you are a Software Development Engineer wit... C++, Linux - RedHat, Embedded Software Develop... Providence, RI Providence RI 41.823989 -71.412834 Unknown Unknown Unknown https://www.cybercoders.com/software-developme...
373 Data Engineer Software Test Engineer (Automation) REQ'D C++/... Located in beautiful Los Angeles, CA, we're br... Developing Automated Integration/Unit Tests, T... Los Angeles, CA Los Angeles CA 34.052234 -118.243685 Unknown Unknown Unknown https://www.cybercoders.com/software-test-engi...
374 Data Engineer Sr. Software Automation Engineer (Cloud) - C+... Located in beautiful Los Angeles, CA, we're br... Developing Automated Integration/Unit Tests, T... Los Angeles, CA Los Angeles CA 34.052234 -118.243685 Unknown Unknown Unknown https://www.cybercoders.com/sr-software-automa...
375 Data Engineer Senior Air Quality Engineer - Bay Area/Berkeley If you are a Senior Air Quality Engineer with ... Air Quality Assessment, Environmental Engineer... Berkeley, CA Berkeley CA 37.871593 -122.272747 90000 130000 110000 https://www.cybercoders.com/senior-air-quality...
376 Data Engineer Lead Quality Engineer Specialist - $100k - ISO... Personal goals and targets are set and reviewe... ISO 9001, ISO 13485, Quality Leadership / Mana... Boulder, CO Boulder CO 40.014986 -105.270546 80000 100000 90000 https://www.cybercoders.com/lead-quality-engin...
377 Data Engineer C++ Software Engineer - Search Team If you are a Software Engineer with C++ experi... C++, search engine technologies, Search Algori... San Jose, CA San Jose CA 37.338208 -121.886329 Unknown Unknown Unknown https://www.cybercoders.com/c-plus-plus-softwa...
378 Data Engineer Sr. Software Engineer (SaaS/AI) - C++ OOP/OOD Located in beautiful Los Angeles, CA, we're us... Software Development in C++, Python, Linux, Al... Los Angeles, CA Los Angeles CA 34.052234 -118.243685 Unknown Unknown Unknown https://www.cybercoders.com/sr-software-engine...
379 Data Engineer Senior Software Engineer - Java/Spring, LIMS, ... If you're a Senior Java Programmer with develo... LIMS, Java/Spring, Network Data Transfers, Mic... Menlo Park, CA Menlo Park CA 37.452960 -122.181725 Unknown Unknown Unknown https://www.cybercoders.com/senior-software-en...
380 Data Engineer Software Engineer - Active TS/SCI CI Poly - 11... If you are a Software Engineer with an active ... C, C++, Java, TS/SCI CI Poly, Python, RUBY, Pe... Camp Springs, MD Camp Springs MD 38.804003 -76.906640 65000 75000 70000 https://www.cybercoders.com/software-engineer-...
381 Data Engineer Staff Software Engineer - C++, STL, Power Ana... Located in Fremont, we're a publicly traded, g... C++, EDA, STL, Power Analysis Tools, Signal In... Fremont, CA Fremont CA 37.548270 -121.988572 130000 175000 152500 https://www.cybercoders.com/staff-software-eng...
382 Data Engineer Senior iOS Engineer - SWIFT, Objective C, iOS ... If you are a Senior iOS Engineer with 5+ years... iOS App Development, iOS frameworks and SDK, O... San Francisco, CA San Francisco CA 37.774929 -122.419415 120000 175000 147500 https://www.cybercoders.com/senior-ios-enginee...
383 Data Engineer Electrical Engineer - URGENT ROLE - Electrica... Based in beautiful Saint Paul we are a stable,... Mobile Equipment Low Voltage Systems (12/24 vo... Saint Paul, MN Saint Paul MN 44.953703 -93.089958 Unknown Unknown Unknown https://www.cybercoders.com/electrical-enginee...
384 Data Engineer Electrical Engineer - 3D Modeling - Saint Paul Based in beautiful Saint Paul we are a stable,... Mobile Equipment Low Voltage Systems (12/24 vo... Saint Paul, MN Saint Paul MN 44.953703 -93.089958 Unknown Unknown Unknown https://www.cybercoders.com/electrical-enginee...
385 Data Engineer Software Engineer - C#, Windows If you are a Software Engineer with C# experie... C#, .NET, CLR, Windows Tacoma, WA Tacoma WA 47.252877 -122.444291 110000 140000 125000 https://www.cybercoders.com/software-engineer-...
386 Data Engineer NOC Engineer - Overnight Weekends (Fri-Sun) Job Title: NOC EngineerJob Location: Detroit,... Network Operations Center Engineering, Juniper... Detroit, MI Detroit MI 42.331427 -83.045754 55000 75000 65000 https://www.cybercoders.com/noc-engineer-overn...
387 Data Engineer Full Stack Engineer - Python/React or Angular/AWS Based in the Financial District in SF, we are ... Python, JavaScript, Django/Flask/Pyramid, REAC... San Francisco, CA San Francisco CA 37.774929 -122.419415 Unknown Unknown Unknown https://www.cybercoders.com/full-stack-enginee...
388 Data Engineer Sr. Software Developer in Test (Automation) - ... Located in beautiful Los Angeles, CA, we're br... SDET experience (work not academia), Developin... Los Angeles, CA Los Angeles CA 34.052234 -118.243685 Unknown Unknown Unknown https://www.cybercoders.com/sr-software-develo...
389 Data Engineer Cloud Engineer - TS/SCI w/FSP or CI Cloud Engineer with active TS/SCI w/FSP or CI ... Top Secret Clearance with CI or FSP, Java C & ... Fort Meade, MD Fort Meade MD 39.113760 -76.726777 Unknown Unknown Unknown https://www.cybercoders.com/cloud-engineer-ts-...
390 Data Engineer Remote Senior Application Engineer - SAP Hybri... If you are a Senior Application Engineer - SAP... Developing Hybris eCommerce sites, Hybris Acce... Chicago, IL Chicago IL 41.878114 -87.629798 Unknown Unknown Unknown https://www.cybercoders.com/remote-senior-appl...
391 Data Engineer Software Test Engineer (Automation - LA) REQ'D... Located in beautiful Los Angeles, CA, we're br... Developing Automated Integration/Unit Tests, T... Los Angeles, CA Los Angeles CA 34.052234 -118.243685 Unknown Unknown Unknown https://www.cybercoders.com/software-test-engi...
392 Data Engineer Sr Software Engineer - Active TS/SCI CI Poly -... If you are a Sr Software Engineer with an acti... C, C++, Java, TS/SCI CI Poly, Python, RUBY, Pe... Mclean, VA Mclean VA 38.933868 -77.177260 130000 150000 140000 https://www.cybercoders.com/sr-software-engine...
393 Data Engineer Sr. Software Developer - Java/C++/Python If you are a Software Developer comfortable wo... Java, C++, Python, JSON, MongoDB, MySQL, Cassa... Annapolis Junction, MD Annapolis Junction MD 39.120293 -76.776932 130000 200000 165000 https://www.cybercoders.com/sr-software-develo...
394 Data Engineer Full Stack Software Engineer - JavaScript, SaaS If you are a Full Stack Software Engineer with... JavaScript, PHP, Laravel, AWS, Angular/React/M... Melville, NY Melville NY 40.793432 -73.415121 Unknown Unknown Unknown https://www.cybercoders.com/full-stack-softwar...
395 Data Engineer Sr Software Engineer - Python, NoSQL, Spark Are you a Sr Software Engineer who has experie... Node.js, JavaScript, SPARK, NoSQL Gardena, CA Gardena CA 33.888349 -118.308962 120000 150000 135000 https://www.cybercoders.com/sr-software-engine...
396 Data Engineer Senior Java Developer- Innovative Company! If you are a Senior Java Developer with experi... Java, Spring, TDD, SPARK, Data conversions, Av... Irvine, CA Irvine CA 33.684567 -117.826505 100000 160000 130000 https://www.cybercoders.com/senior-java-develo...
397 Data Engineer Senior Java Developer- Partial Remote If you are a Senior Java Developer with experi... Java, Spring, TDD, SPARK, Data conversions, Av... Irvine, CA Irvine CA 33.684567 -117.826505 100000 160000 130000 https://www.cybercoders.com/senior-java-develo...
398 Data Engineer Senior Java Developer- Innovative Company! If you are a Senior Java Developer with experi... Java, Spring, TDD, SPARK, Data conversions, Av... Irvine, CA Irvine CA 33.684567 -117.826505 100000 160000 130000 https://www.cybercoders.com/senior-java-develo...
399 Data Engineer Sr. Back End Developer (TS/SCI + FSP Clearance) If you are a Software Developer comfortable wo... Hadoop, Mapreduce, Java, Python Fort Meade, MD Fort Meade MD 39.113760 -76.726777 130000 175000 152500 https://www.cybercoders.com/sr-back-end-develo...
400 Data Engineer Java Developer - Java/J2EE, Linux/UNIX, Web Se... If you are a Java Developer with multi-tier we... Java/J2EE Development, Linux/UNIX, Multi-tier ... San Ramon, CA San Ramon CA 37.779927 -121.978015 100000 160000 130000 https://www.cybercoders.com/java-developer-jav...
401 Data Engineer NOC Engineer - Overnight Shift - $55k-$75k Job Title: NOC EngineerJob Location: Detroit,... Network Operations Center Engineering, Juniper... Detroit, MI Detroit MI 42.331427 -83.045754 55000 75000 65000 https://www.cybercoders.com/noc-engineer-overn...
402 Data Engineer NOC Engineer (Weekend Overnight Fri-Sun) - $50... Job Title: NOC Engineer (Weekend Overnight Fri... Network Operations Center Engineering, Juniper... Detroit, MI Detroit MI 42.331427 -83.045754 50000 70000 60000 https://www.cybercoders.com/noc-engineer-weeke...
403 Data Engineer Senior / Lead ReactJS Developer - GraphQL, RES... If you are a Software Engineer, or Lead Front-... React.JS, Redux, MVC Javascript Development, R... Irvine, CA Irvine CA 33.684567 -117.826505 90000 150000 120000 https://www.cybercoders.com/senior-lead-reactj...
404 Data Engineer Lead Cloud Architect/Engineer - Machine Learni... If you are a Lead Cloud Architect/Engineer wit... Big Data, Machine Learning, Artificial Intelli... Philadelphia, PA Philadelphia PA 39.952584 -75.165222 120000 175000 147500 https://www.cybercoders.com/lead-cloud-archite...
405 Data Engineer Rapid Application Developer(RAD)- Team Lead Our Innovative Trading team is looking to add ... Rapid Application Development, wire-framing, M... New York City, NY New York City NY 40.712775 -74.005973 130000 200000 165000 https://www.cybercoders.com/rapid-application-...
406 Data Engineer Lead Developer- MS Dynamics 365 If you are a Lead Developer- MS Dynamics 365 ... Microsoft Dynamics 365, Microsoft TFS, Dynamic... Irvine, CA Irvine CA 33.684567 -117.826505 Unknown Unknown Unknown https://www.cybercoders.com/lead-developer-ms-...
407 Data Engineer Controls Systems Engineer, Matlab/Simulink If you have Controls Systems Engineer skilled ... Matlab, SimuLink, LabView, Python, Automotive ... Loveland, CO Loveland CO 40.397761 -105.074980 Unknown Unknown Unknown https://www.cybercoders.com/controls-systems-e...
408 Data Engineer Sr. Test Engineer - Hardware, LabView, TestSta... Job Title: Sr. Test Engineer - Hardware, Manu... LabView, TestStand, Zigbee, WiFi, cellular, Et... Lindon, UT Lindon UT 40.343286 -111.720761 80000 100000 90000 https://www.cybercoders.com/sr-test-engineer-h...
409 Data Engineer Machine Learning Engineer- Deep Learning - REL... Do you have Deep Learning experience?Are you e... Machine Learning, Deep Learning, Data Science,... West Hollywood, CA West Hollywood CA 34.090009 -118.361744 150000 250000 200000 https://www.cybercoders.com/machine-learning-e...
410 Data Engineer Electrical Design Engineer- Complex Electric... If you are a Electrical Design Engineer with e... Electrical Design, Data Center, Construction, ... Plano, TX Plano TX 33.019843 -96.698886 Unknown Unknown Unknown https://www.cybercoders.com/electrical-design-...
411 Data Engineer Controls Engineer, PLC, HMI, AutoCAD, Motion C... If you are a Controls Engineer, please read on... HMI, PLC, AutoCAD, Robotics, Machine Control S... Timberlake, VA Timberlake VA 37.320699 -79.257525 Unknown Unknown Unknown https://www.cybercoders.com/controls-engineer-...
412 Data Engineer Verification Engineer- ASIC/SoC, verification ... If you are a Verification Engineer- ASIC/SoC, ... ASIC/SoC, Verification Flows, Verification pro... Santa Clara, CA Santa Clara CA 37.354108 -121.955236 160000 200000 180000 https://www.cybercoders.com/verification-engin...
413 Data Engineer ASIC/SoC Verification Engineer- verification f... If you are a ASIC/SoC Verification Engineer- v... ASIC/SoC, Verification Flows, Verification pro... Santa Clara, CA Santa Clara CA 37.354108 -121.955236 160000 200000 180000 https://www.cybercoders.com/asic-soc-verificat...
414 Data Engineer Senior Database Engineer- (Java / PostgreSQL) If you are an experienced Senior Database Engi... PostgreSQL, Java, Distributed Systems, Core Ja... Burlington, MA Burlington MA 42.504716 -71.195621 100000 150000 125000 https://www.cybercoders.com/senior-database-en...
415 Data Engineer Senior Software Engineer- (Java / PostgreSQL) If you are an experienced Senior Software Engi... PostgreSQL, Java, Distributed Systems, Core Ja... Burlington, MA Burlington MA 42.504716 -71.195621 Unknown Unknown Unknown https://www.cybercoders.com/senior-software-en...
416 Data Engineer NodeJS / NPM / Socket.IO - Senior Back-end Jav... We're an Aliso Viejo based Technology Company ... Node.js, Golang, NPM, Socket.io, High availabi... Aliso Viejo, CA Aliso Viejo CA 33.568461 -117.726298 110000 150000 130000 https://www.cybercoders.com/nodejs-npm-socket-...
417 Data Engineer SDET If you are a SDET who specializes in automatin... Test Automation, Java/Javascript, Selenium Web... San Mateo, CA San Mateo CA 37.562992 -122.325525 90000 120000 105000 https://www.cybercoders.com/sdet-job-424167
418 Data Engineer Network Solutions Architect (SDN, SD-WAN, DC) Leading solutions provider partnered with EMC,... CCIE, Pre Sales, Cisco Data Center, Enterprise... Houston, TX Houston TX 29.760427 -95.369803 Unknown Unknown Unknown https://www.cybercoders.com/network-solutions-...
419 Data Engineer Network Solutions Architect (SDN, SD-WAN, DC) Leading solutions provider partnered with EMC,... CCIE, Pre Sales, Cisco Data Center, Enterprise... Plano, TX Plano TX 33.019843 -96.698886 Unknown Unknown Unknown https://www.cybercoders.com/network-solutions-...
420 Data Engineer Lead Cloud Infrastructure Engineer- SaaS/PaaS/... Located in beautiful Berkeley, CA, we are a he... SaaS/IaaS, Mac, Active Directory, AWS, Network Berkeley, CA Berkeley CA 37.871593 -122.272747 Unknown Unknown Unknown https://www.cybercoders.com/lead-cloud-infrast...
421 Data Analyst Data Analyst If you are a Data Analyst with experience, ple... Scala /Python /Java, Algorithms, Hadoop, SQL, ... Jersey City, NJ Jersey City NJ 40.728157 -74.077642 Unknown Unknown Unknown https://www.cybercoders.com/data-analyst-job-4...
422 Data Analyst Data Analyst If you are a Data Analyst with experience, ple... Software Development, SQL, Data Analysis, Exce... Kansas City, MO Kansas City MO 39.099727 -94.578567 Unknown Unknown Unknown https://www.cybercoders.com/data-analyst-job-4...
423 Data Analyst Senior Data Analyst If you are a Senior Data Analyst with eCommerc... Data Analysis, SQL, E-Commerce, Retail analyti... Cambridge, MA Cambridge MA 42.373616 -71.109733 80000 110000 95000 https://www.cybercoders.com/senior-data-analys...
424 Data Analyst Marketing Data Analyst If you are a Database Analyst, Data Analyst or... SQL Queries, Marketing Analysis, E-Commerce Cambridge, MA Cambridge MA 42.373616 -71.109733 70000 90000 80000 https://www.cybercoders.com/marketing-data-ana...
425 Data Analyst Senior Data Analyst If you are a Data Analyst with strong SQL skil... Reporting, Architecture, Security San Francisco, CA San Francisco CA 37.774929 -122.419415 80000 110000 95000 https://www.cybercoders.com/senior-data-analys...
426 Data Analyst Lead Data Analyst If you are a Lead Data Analyst with Python, Ta... Python, SQL, Tableau Atlanta, GA Atlanta GA 33.748995 -84.387982 Unknown Unknown Unknown https://www.cybercoders.com/lead-data-analyst-...
427 Data Analyst IT Data Analyst If you are a IT Data Analyst with experience, ... Kimball, iSeries, SQL, T-SQL, SISS, Ssrs, Tabl... Rock Hill, SC Rock Hill SC 34.924867 -81.025078 Unknown Unknown Unknown https://www.cybercoders.com/it-data-analyst-jo...
428 Data Analyst Entry-Level Marketing Data Analyst If you are a Marketing Analyst, Database Analy... Python, SQL, C/C++, Marketing Analytics Princeton, NJ Princeton NJ 40.357298 -74.667223 70000 85000 77500 https://www.cybercoders.com/entry-level-market...
429 Data Analyst Senior Data Analyst (SQL/Tableau) If you are a Senior Data Analyst with SQL and ... SQL, Tableau, Data Analyst, Ssrs, Ssis, adhoc Yakima, WA Yakima WA 46.602071 -120.505899 80000 120000 100000 https://www.cybercoders.com/senior-data-analys...
430 Data Analyst Junior Data Analyst - Math, Data, Excel Job Title: Junior Data AnalystJob Location: ... Ability to be client facing, Mathematics, Can ... Mount Pleasant, SC Mount Pleasant SC 32.832322 -79.828426 40000 60000 50000 https://www.cybercoders.com/junior-data-analys...
431 Data Analyst Data Reporting Analyst If you are a Data Reporting Analyst with SQL a... SQL, Visual Basics, Excel, Access Washington, DC Washington DC 38.907192 -77.036871 Unknown Unknown Unknown https://www.cybercoders.com/data-reporting-ana...
432 Data Analyst Data Reporting Analyst If you are a Data Reporting Analyst with SQL a... SQL, Visual Basics, Excel, Access Pittsburgh, PA Pittsburgh PA 40.440625 -79.995886 Unknown Unknown Unknown https://www.cybercoders.com/data-reporting-ana...
433 Data Analyst Data Management Analyst If you are an Data Management Analyst with exp... Excel, Oracle, SQL, Metadata, Reference Data M... New York City, NY New York City NY 40.712775 -74.005973 Unknown Unknown Unknown https://www.cybercoders.com/data-management-an...
434 Data Analyst Lead Data Science Analyst If you are a Lead Data Science Analyst with Py... Python, SQL, Tableau Atlanta, GA Atlanta GA 33.748995 -84.387982 Unknown Unknown Unknown https://www.cybercoders.com/lead-data-science-...
435 Data Analyst Senior Data Science Analyst If you are a Senior Data Science Analyst with ... Python, SQL, Tableau Atlanta, GA Atlanta GA 33.748995 -84.387982 Unknown Unknown Unknown https://www.cybercoders.com/senior-data-scienc...
436 Data Analyst Data Warehouse Analyst If you are a Data Warehouse Analyst with exper... SQL Server Development, TSQL, SSIS/SSRS, Data ... Pleasanton, CA Pleasanton CA 37.662431 -121.874679 75000 90000 82500 https://www.cybercoders.com/data-warehouse-ana...
437 Data Analyst Data Analyst - Full Scope / Lifestyle Clearance Have a Full Scope / Lifestyle Clearance? Want ... Data Analysis, Lifestyle Polygraph, Systems En... Mclean, VA Mclean VA 38.933868 -77.177260 Unknown Unknown Unknown https://www.cybercoders.com/data-analyst-full-...
438 Data Analyst Data Analyst - R, Excel, or SAS, Data Visualiz... If you are a talented Data Analyst with strong... Data Analysis, Data visualization/Dashboards, ... New York City, NY New York City NY 40.712775 -74.005973 90000 100000 95000 https://www.cybercoders.com/data-analyst-r-exc...
439 Data Analyst Data Analyst - R, Data Visualization/Dashboard... If you are a talented Data Analyst with strong... Data Analysis, Data visualization/Dashboards, ... New York City, NY New York City NY 40.712775 -74.005973 90000 100000 95000 https://www.cybercoders.com/data-analyst-r-dat...
440 Data Analyst Data Analyst (R // Tableau) - World-Renowned S... If you are a talented Data Analyst with strong... Data Analysis, Data visualization/Dashboards, ... New York City, NY New York City NY 40.712775 -74.005973 90000 100000 95000 https://www.cybercoders.com/data-analyst-r-tab...
441 Data Analyst Data Analyst - SQL, Python/R, Hive/Spark If you are a Data Analyst with experience, ple... SQL, Python, R, Tableau, DOMO, Looker, Hive, S... Los Angeles, CA Los Angeles CA 34.052234 -118.243685 100000 120000 110000 https://www.cybercoders.com/data-analyst-sql-p...
442 Data Analyst Operations Analyst Manager If you are a Operations Analyst Manager with e... Operations Analyst, Data Analysis, SQL, Excel Venice, CA Venice CA 33.985047 -118.469483 Unknown Unknown Unknown https://www.cybercoders.com/operations-analyst...
443 Data Analyst Business Analyst Based in the heart of Philadelphia our company... XML, Project Management, Data Analysis Philadelphia, PA Philadelphia PA 39.952584 -75.165222 70000 85000 77500 https://www.cybercoders.com/business-analyst-j...
444 Data Analyst Business Analyst If you are a Business Analyst with experience,... Business Analyst, Business Analysis, SQL, Data... Princeton, NJ Princeton NJ 40.357298 -74.667223 Unknown Unknown Unknown https://www.cybercoders.com/business-analyst-j...
445 Data Analyst Healthcare Business Analyst Based in beautiful Palm Springs, we are a wel... Healthcare, Financial Analyst, Medical Billing... Palm Springs, CA Palm Springs CA 33.830296 -116.545292 Unknown Unknown Unknown https://www.cybercoders.com/healthcare-busines...
446 Data Analyst Marketing Analyst If you are a Business Analyst with experience,... Business Analytics, Python, SQL, Data Analysis... Princeton, NJ Princeton NJ 40.357298 -74.667223 Unknown Unknown Unknown https://www.cybercoders.com/marketing-analyst-...
447 Data Analyst Financial Analyst Growing team is seeking a high energy, passion... Financial Analysis, Manufacturing (high-volume... Randleman, NC Randleman NC 35.817914 -79.803087 50000 60000 55000 https://www.cybercoders.com/financial-analyst-...
448 Data Analyst Reporting Analyst If you are a Reporting Analyst with experience... SQL, Data Analysis, T-SQL, Writing SSRS Report... Pleasanton, CA Pleasanton CA 37.662431 -121.874679 75000 90000 82500 https://www.cybercoders.com/reporting-analyst-...
449 Data Analyst Sr. Business Analyst (Salesforce.com) If you are a Sr. Business Analyst with Salesfo... Technical Writing - Software Documentation, Cr... Canoga Park, CA Canoga Park CA 34.208254 -118.605861 50000 Unknown 25000 https://www.cybercoders.com/sr-business-analys...
450 Data Analyst Financial Analyst If you are a Financial Analyst with experience... Financial Analysis, Excel, Financial Modeling,... Laguna Niguel, CA Laguna Niguel CA 33.523674 -117.714944 Unknown Unknown Unknown https://www.cybercoders.com/financial-analyst-...
451 Data Analyst Financial Analyst If you are a Financial Analyst with experience... Financial Analysis, Excel, Financial Modeling,... Laguna Niguel, CA Laguna Niguel CA 33.523674 -117.714944 Unknown Unknown Unknown https://www.cybercoders.com/financial-analyst-...
452 Data Analyst Senior Information Security Analyst If you are a Security Analyst with experience,... Information Security, CISSP or CISA or CCNP or... Ventura, CA Ventura CA 34.280492 -119.294520 90000 120000 105000 https://www.cybercoders.com/senior-information...
453 Data Analyst Senior Information Security Analyst If you are a Security Analyst with experience,... Information Security, CISSP or CISA or CCNP or... Ventura, CA Ventura CA 34.280492 -119.294520 90000 120000 105000 https://www.cybercoders.com/senior-information...
454 Data Analyst Information Security Analyst If you are a Security Analyst with experience,... Information Security, CISSP or CISA or CCNP or... Ventura, CA Ventura CA 34.280492 -119.294520 70000 120000 95000 https://www.cybercoders.com/information-securi...
455 Data Analyst Operations Financial Analyst If you are a Operations Financial Analyst with... Microsoft Excel, PowerPoint, Data Management, ... El Segundo, CA El Segundo CA 33.919180 -118.416465 Unknown Unknown Unknown https://www.cybercoders.com/operations-financi...
456 Data Analyst Application Support Analyst If you are an Application Support Analyst, Bus... Application Support, Business Analysis, System... Indianapolis, IN Indianapolis IN 39.768403 -86.158068 60000 75000 67500 https://www.cybercoders.com/application-suppor...
457 Data Analyst Project Control Analyst If you are a Project Controls Analyst with cap... Cost Management, Planning, Scheduling, Large C... San Ramon, CA San Ramon CA 37.779927 -121.978015 80000 120000 100000 https://www.cybercoders.com/project-control-an...
458 Data Analyst Senior Project Control Analyst Senior Project Control Analyst/Leader/ManagerL... Cost Management, Large Capital Projects, Proje... San Ramon, CA San Ramon CA 37.779927 -121.978015 Unknown Unknown Unknown https://www.cybercoders.com/senior-project-con...
459 Data Analyst Lead Salesforce Analyst We are seeking a Lead Salesforce Configurator/... Salesforce Certification, Workflow rules / Pro... Orange, CA Orange CA 33.787914 -117.853101 100000 130000 115000 https://www.cybercoders.com/lead-salesforce-an...
460 Data Analyst Lead Salesforce Analyst We are seeking a Lead Salesforce Configurator/... Salesforce Certification, Workflow rules / Pro... Orange, CA Orange CA 33.787914 -117.853101 100000 130000 115000 https://www.cybercoders.com/lead-salesforce-an...
461 Data Analyst Business Analyst - Internal Business Process I... Do you have experience with Internal Business ... Business Process Standardization, 4 year degre... Las Vegas, NV Las Vegas NV 36.169941 -115.139830 50000 60000 55000 https://www.cybercoders.com/business-analyst-i...
462 Data Analyst Junior Business Analyst - Internal Policies an... Do you have experience with Internal Business ... Business Analysis, 4 year degree, Experience r... Las Vegas, NV Las Vegas NV 36.169941 -115.139830 50000 60000 55000 https://www.cybercoders.com/junior-business-an...
463 Data Analyst Sr. QA Test Analyst If you are a Sr. QA Test Analyst with a passio... Create test plans/cases, QA in an e-Commerce e... Woodland Hills, CA Woodland Hills CA 34.165357 -118.608975 75000 110000 92500 https://www.cybercoders.com/sr-qa-test-analyst...
464 Data Analyst Sr. QA Analyst If you are a Sr. QA Analyst with a passion for... Create test plans/cases, QA in an e-Commerce e... Woodland Hills, CA Woodland Hills CA 34.165357 -118.608975 75000 110000 92500 https://www.cybercoders.com/sr-qa-analyst-job-...
465 Data Analyst Financial Analyst - Public Biopharma Emerging clinical-stage biopharmaceutical comp... Public Accounting, Biotech/Pharma Industry, Bu... Newton, MA Newton MA 42.337041 -71.209221 Unknown Unknown Unknown https://www.cybercoders.com/financial-analyst-...
466 Data Analyst Marketing/Scheduling Analyst- Home Building If you are a Marketing/Scheduling Analyst with... Product Positioning, Scheduling, Analyzing Dat... Scottsdale, AZ Scottsdale AZ 33.494170 -111.926052 60000 80000 70000 https://www.cybercoders.com/marketing-scheduli...
467 Data Analyst Business Process Analyst Do you have experience with Internal Business ... Business Analysis, 4 year degree, Experience r... Las Vegas, NV Las Vegas NV 36.169941 -115.139830 50000 60000 55000 https://www.cybercoders.com/business-process-a...
468 Data Analyst Application Analyst - Payroll, Benefits, User ... Located in Providence, RI, we're a large emplo... Financial Systems, General Ledger, User Securi... Providence, RI Providence RI 41.823989 -71.412834 80000 85000 82500 https://www.cybercoders.com/application-analys...
469 Data Analyst Programmer Analyst - C#, ASP.NET Do you have recent coding experience in C# and... ASP.NET MVC, C#/.NET, SQL Server, Developing C... Las Vegas, NV Las Vegas NV 36.169941 -115.139830 Unknown Unknown Unknown https://www.cybercoders.com/programmer-analyst...
470 Business Intelligence BI Director If you are a BI Director with experience, plea... BI Reporting, Data Integration, ETL, data docu... Austin, TX Austin TX 30.267153 -97.743061 130000 160000 145000 https://www.cybercoders.com/bi-director-job-42...
471 Business Intelligence BI Report Developer If you are a BI Report Developer with experien... Business Intelligence, MS SQL Server, Ssrs, Ss... White Plains, NY White Plains NY 41.033986 -73.762910 90000 110000 100000 https://www.cybercoders.com/bi-report-develope...
472 Business Intelligence BI Report Developer If you are a BI Report Developer with experien... Business Intelligence, MS SQL Server, Ssrs, Ss... White Plains, NY White Plains NY 41.033986 -73.762910 90000 110000 100000 https://www.cybercoders.com/bi-report-develope...
473 Business Intelligence Sr. Business Intelligence Developer If you are a Sr. Business Intelligence Develop... Business Intelligence, Relational Databases, S... Irvine, CA Irvine CA 33.684567 -117.826505 90000 110000 100000 https://www.cybercoders.com/sr-business-intell...
474 Business Intelligence Director of Business Intelligence If you are a hands-on Director of Business Int... Business Intelligence, Data Warehousing, AWS, ... San Diego, CA San Diego CA 32.715738 -117.161084 Unknown Unknown Unknown https://www.cybercoders.com/director-of-busine...
475 Business Intelligence Director of Business Intelligence If you are a hands-on Director of Business Int... Business Intelligence, Data Warehousing, AWS, ... Irvine, CA Irvine CA 33.684567 -117.826505 Unknown Unknown Unknown https://www.cybercoders.com/director-of-busine...
476 Business Intelligence Oracle BI Solution Architect If you are a Oracle BI Solution Architect with... SDLC Methodologies, Oracle R12 business Suite,... Irvine, CA Irvine CA 33.684567 -117.826505 Unknown Unknown Unknown https://www.cybercoders.com/oracle-bi-solution...
477 Business Intelligence Oracle BI Solution Architect If you are a Oracle BI Solution Architect with... SDLC Methodologies, Oracle R12 business Suite,... Costa Mesa, CA Costa Mesa CA 33.641216 -117.918822 Unknown Unknown Unknown https://www.cybercoders.com/oracle-bi-solution...
478 Business Intelligence Product Manager - Business Intelligence If you are a Product Manager with Business Int... Product Management, Business Intelligence, Pro... Port Washington, NY Port Washington NY 40.825656 -73.698186 Unknown Unknown Unknown https://www.cybercoders.com/product-manager-bu...
479 Business Intelligence Senior Claims Representative - BI experience! Do you have experience in Senior Claims? Does ... Insurance, Claims, Bodily Injury, Litigation, ... Kansas City, MO Kansas City MO 39.099727 -94.578567 Unknown Unknown Unknown https://www.cybercoders.com/senior-claims-repr...
480 Business Intelligence BI Developer - Azure SQL, PowerBI We are a Healthcare Solutions company in the O... Azure SQL, PowerBI, Warehouse design Irvine, CA Irvine CA 33.684567 -117.826505 60000 Unknown 30000 https://www.cybercoders.com/bi-developer-azure...
481 Business Intelligence SQL Development Specialist - Data Extraction, ... THIS POSITION PROVIDES RELOCATION TO DAPHNE, A... SQL Server, SSIS/SSRS, Data Scraping, Microsof... Daphne, AL Daphne AL 30.603525 -87.903605 70000 85000 77500 https://www.cybercoders.com/sql-development-sp...
482 Business Intelligence Data Warehouse Architect If you are a Data Warehouse Architect with ETL... ETL, Business Intelligence, SQL Server Atlanta, GA Atlanta GA 33.748995 -84.387982 Unknown Unknown Unknown https://www.cybercoders.com/data-warehouse-arc...
483 Business Intelligence Director of Analytics (SQL, Tableau) Fast-growing Educational Tech company that inc... Analytics, Data Analysis, Business Intelligenc... Brooklyn, NY Brooklyn NY 40.678178 -73.944158 150000 200000 175000 https://www.cybercoders.com/director-of-analyt...
484 Business Intelligence Account Executive - SaaS, Analytics/Data Based in Seattle, we are a business intelligen... Account Executive, Sales, SaaS, Business Intel... Seattle, WA Seattle WA 47.606209 -122.332071 Unknown Unknown Unknown https://www.cybercoders.com/account-executive-...
485 Business Intelligence Sr ETL / Tableau Developer We are a fast growing organization that is one... ETL, RDBMS, Tableau, SQL, API, NoSQL, MongoDB,... Irvine, CA Irvine CA 33.684567 -117.826505 Unknown Unknown Unknown https://www.cybercoders.com/sr-etl-tableau-dev...
486 Business Intelligence Director of Delivery - Data Analytics, Big Dat... If you are a Director of Delivery with experie... Data Analysis, Business Intelligence, E-Commer... Milpitas, CA Milpitas CA 37.432334 -121.899574 175000 225000 200000 https://www.cybercoders.com/director-of-delive...
487 Business Intelligence Sr. Software Systems Developer Attention Sr Software Developers!!! If you hav... Software Development, Business Intelligence, C... Berlin, WI Berlin WI 43.968036 -88.943448 90000 120000 105000 https://www.cybercoders.com/sr-software-system...
488 Business Intelligence Technical Customer Success Manager If you are a Customer Success Manager with exp... Customer Success Experience, Customer Renewals... New York City, NY New York City NY 40.712775 -74.005973 75000 90000 82500 https://www.cybercoders.com/technical-customer...
489 Business Intelligence Oracle Applications Developer If you are a Oracle Applications Developer, re... Oracle, Oracle E-Business Suite, Oracle Forms,... San Diego, CA San Diego CA 32.715738 -117.161084 Unknown Unknown Unknown https://www.cybercoders.com/oracle-application...
490 Business Intelligence Director of Analytics If you are a Director of Analytics with experi... SQL, Python, R, Statistics, Analytics, E-Comme... San Francisco, CA San Francisco CA 37.774929 -122.419415 140000 200000 170000 https://www.cybercoders.com/director-of-analyt...
491 Business Intelligence Director of Delivery - Retail/E-Commerce If you are a Director of Delivery - Retail/E-C... Delivery, Retail, E-Commerce, client-facing, D... Milpitas, CA Milpitas CA 37.432334 -121.899574 175000 200000 187500 https://www.cybercoders.com/director-of-delive...
492 Business Intelligence Solutions Architect - Excel, SQL, Tableau Keep in mind that if you fill out our 5 minute... Excel, Power BI, Tableau, .NET, Java, Pre-Sale... Peoria, IL Peoria IL 40.693649 -89.588986 75000 85000 80000 https://www.cybercoders.com/solutions-architec...
493 Business Intelligence JD Edwards EnterpriseOne Developer If you are a JD Edwards EnterpriseOne Develope... JD Edwards Enterprise One, Sales and Distribut... White Plains, NY White Plains NY 41.033986 -73.762910 Unknown Unknown Unknown https://www.cybercoders.com/jd-edwards-enterpr...
494 Business Intelligence Software Developer (SSIS/SSRS) If you are a Software Developer SSRS/SSIS with... ETL, SQL, C#, .NET, BI, T-SQL, Ssis, Ssrs, GIT... Portland, ME Portland ME 43.659099 -70.256819 70000 90000 80000 https://www.cybercoders.com/software-developer...
495 Business Intelligence Senior Product Marketing Manager If you are a Senior Product Marketing Manager ... Product Marketing, Product Manager, Business i... San Francisco, CA San Francisco CA 37.774929 -122.419415 140000 200000 170000 https://www.cybercoders.com/senior-product-mar...
496 Business Intelligence Lead Solutions Architect ($100k-$150k) If you are a Solutions Architect with experien... Java, J2EE, Apache Storm, Kafka, ElasticSearch... Houston, TX Houston TX 29.760427 -95.369803 100000 150000 125000 https://www.cybercoders.com/lead-solutions-arc...
497 Business Intelligence Information Architect If you are an Information Architect with exper... Information Management, Data Analysis, Busines... Saint Louis, MO Saint Louis MO 38.627003 -90.199404 90000 130000 110000 https://www.cybercoders.com/information-archit...
498 Business Intelligence JD Edwards EnterpriseOne Developer If you are a JD Edwards EnterpriseOne Develope... JD Edwards Enterprise One, Sales and Distribut... White Plains, NY White Plains NY 41.033986 -73.762910 Unknown Unknown Unknown https://www.cybercoders.com/jd-edwards-enterpr...
499 Business Intelligence Lead Solutions Architect If you are a Solutions Architect with experien... Java, J2EE, Apache Storm, Kafka, ElasticSearch... Missouri City, TX Missouri City TX 29.618567 -95.537722 100000 150000 125000 https://www.cybercoders.com/lead-solutions-arc...
500 Business Intelligence JD Edwards EnterpriseOne Developer If you are a JD Edwards EnterpriseOne Develope... JD Edwards Enterprise One, Sales and Distribut... White Plains, NY White Plains NY 41.033986 -73.762910 Unknown Unknown Unknown https://www.cybercoders.com/jd-edwards-enterpr...
501 Business Intelligence Lead Solutions Architect ($140k) If you are a Solutions Architect with experien... Java, J2EE, Apache Storm, Kafka, ElasticSearch... Katy, TX Katy TX 29.785785 -95.824396 100000 150000 125000 https://www.cybercoders.com/lead-solutions-arc...
502 Business Intelligence Senior Product Manager Based in Austin, we are a revolutionary cognit... Product Management, Enterprise B2B Platforms, ... Austin, TX Austin TX 30.267153 -97.743061 Unknown Unknown Unknown https://www.cybercoders.com/senior-product-man...
503 Business Intelligence SharePoint Developer (Applications Management) We are a diversified media company owning publ... SharePoint, .NET, SDLC, Power BI, Microsoft Te... South Bend, IN South Bend IN 41.676355 -86.251990 80000 100000 90000 https://www.cybercoders.com/sharepoint-develop...
504 Business Intelligence Microsoft Developer We are a diversified media company owning publ... SharePoint, .NET, SDLC, Power BI, Microsoft Te... South Bend, IN South Bend IN 41.676355 -86.251990 80000 100000 90000 https://www.cybercoders.com/microsoft-develope...
505 Business Intelligence JD Edwards Enterprise One 9.1 Specialist - Con... If you are a JD Edwards Enterprise One 9.1 spe... JD Edwards Enterprise One 9.1, OneView, ASP.NE... Torrington, CT Torrington CT 41.800305 -73.121172 110000 150000 130000 https://www.cybercoders.com/jd-edwards-enterpr...
506 Business Intelligence Developer/Project Manager with SharePoint expe... We are a diversified media company owning publ... SharePoint, .NET, Power BI, Microsoft Teams, M... South Bend, IN South Bend IN 41.676355 -86.251990 80000 110000 95000 https://www.cybercoders.com/developer-project-...
507 Business Intelligence Accounting Manager Sick of working in the grind of public account... Managing Accountants, Advanced Excel Skills, R... Irvine, CA Irvine CA 33.684567 -117.826505 Unknown Unknown Unknown https://www.cybercoders.com/accounting-manager...
508 Business Intelligence Financial Analyst Job title: Financial AnalystLocation: 405 FW... Financial Analysis, Financial Modeling, Budget... Santa Ana, CA Santa Ana CA 33.745472 -117.867653 70000 90000 80000 https://www.cybercoders.com/financial-analyst-...
509 Business Intelligence Database Architect If you are a Database Architect with experienc... SQL, Database Architect, MySQL Redwood City, CA Redwood City CA 37.485215 -122.236355 Unknown Unknown Unknown https://www.cybercoders.com/database-architect...
510 Business Intelligence Lead Java Engineer - SOA, Micro-Services Located in beautiful Palo Alto, CA we are look... SaaS, Service-Oriented Architecture, micro-ser... Palo Alto, CA Palo Alto CA 37.441883 -122.143019 175000 200000 187500 https://www.cybercoders.com/lead-java-engineer...
511 Business Intelligence Sr Back-End Engineer - Java, SaaS Located in beautiful Palo Alto, CA we are look... Java, SaaS, JavaScript, HTML/CSS, Spring, Boot... Palo Alto, CA Palo Alto CA 37.441883 -122.143019 150000 175000 162500 https://www.cybercoders.com/sr-back-end-engine...
512 Business Intelligence Lead Platform Engineer/Architect - SOA, Micro-... Located in beautiful Palo Alto, CA we are look... SaaS, Service-Oriented Architecture, micro-ser... Palo Alto, CA Palo Alto CA 37.441883 -122.143019 175000 200000 187500 https://www.cybercoders.com/lead-platform-engi...
513 Business Intelligence Senior Full Stack Developer - ASP.NET MVC, C# Are you a Senior Fullstack .NET Developer that... ASP.NET MVC, C#, JavaScript, WCF, RESTful API's Santa Monica, CA Santa Monica CA 34.019454 -118.491191 110000 160000 135000 https://www.cybercoders.com/senior-full-stack-...
514 Business Intelligence Machine Learning Evangelist - Ai If you are a Machine Learning Evangelist with ... AI, Marketing, Strategic Partnerships, Busines... San Mateo, CA San Mateo CA 37.562992 -122.325525 200000 250000 225000 https://www.cybercoders.com/machine-learning-e...
515 Business Intelligence Director of Market Development - Ai If you are a Machine Learning Evangelist with ... AI, Marketing, Strategic Partnerships, Busines... San Mateo, CA San Mateo CA 37.562992 -122.325525 200000 250000 225000 https://www.cybercoders.com/director-of-market...
516 Business Intelligence Ai Software Executive - Evangelist If you are a Ai Software Executive/ Evangelist... AI, Marketing, Strategic Partnerships, Busines... San Mateo, CA San Mateo CA 37.562992 -122.325525 200000 250000 225000 https://www.cybercoders.com/ai-software-execut...
517 Business Intelligence Senior Product Marketing Manager If you are a Product Marketing Manager with en... Product Marketing, Enterprise Software, RPA Ro... Irvine, CA Irvine CA 33.684567 -117.826505 120000 140000 130000 https://www.cybercoders.com/senior-product-mar...
518 Business Intelligence Sales Representative - Software / Mobile Solut... If you are a Software Sales Representative who... Sales Representative, Business Development, So... New York City, NY New York City NY 40.712775 -74.005973 60000 160000 110000 https://www.cybercoders.com/sales-representati...

1.) Data Exploration

Population Search Term Frequencies

How many listings are represented for each job type (Data Scientist, Data Engineer, Data Analyst, and Business Intelligence) within the population?

In [470]:
search_counts = master_data['Search'].value_counts()
search_counts
Out[470]:
Data Engineer            349
Data Scientist            72
Data Analyst              49
Business Intelligence     49
Name: Search, dtype: int64

On the cybercoders website, given these four search terms the Data Engineer term is by far the most frequent listing. This may skew our data and will need to be accounted for in this analysis.

What is the percentage allocation for each job type (Data Scientist, Data Engineer, Data Analyst, and Business Intelligence) in our population?

In [471]:
search_freqDF = pd.DataFrame({'Frequency' : search_counts.values, 'Search' : search_counts.index, })
search_freqDF = search_freqDF[['Search','Frequency']]

percent1 = []
for i in range(len(search_freqDF)):
    holder1 = round(search_freqDF['Frequency'][i] / search_counts.values.sum(), 4)
    percent1.append(holder1)

search_freqDF['Percent of Total'] = percent1

search_freqDF
Out[471]:
Search Frequency Percent of Total
0 Data Engineer 349 0.6724
1 Data Scientist 72 0.1387
2 Data Analyst 49 0.0944
3 Business Intelligence 49 0.0944

As noted previously, a large proportion of the listings scraped given the four search terms (Data Scientist, Data Engineer, Data Analyst, and Business Intelligence) are allocated to the Data Engineer position at 67.24%

In [472]:
(ggplot(master_data, aes(x = 'Search',fill = 'Search')) +
 geom_bar(stat = "count", position='stack') +
 labs(title = "Frequency Distribution for Data Scientist, Data Engineer, Data Analyst, and BI Roles", x = "Search", y = "Frequency")
)
Out[472]:
<ggplot: (-9223372029288928263)>
In [473]:
plt.rcParams['figure.figsize'] = (10,20)
labels = search_counts.index[0], search_counts.index[1], search_counts.index[2], search_counts.index[3]
fracs = [search_counts[i] for i in range(len(search_counts))]
explode = [0.05, 0.05, 0.1, 0.05]
plt.axes(aspect=1)  
colors = ['lightcoral', 'cyan','lightskyblue','lightgreen']
plt.title('Pie Chart for Data Science Related Jobs (Data Scientist, Data Engineer, Data Analyst, Business Intelligence)')
plt.pie(x=fracs, labels=labels, explode=explode, autopct='%9.1f %%', colors=colors,
        shadow=True, labeldistance=1.1, startangle = 90, pctdistance = 0.8)
plt.show()

Population State Frequencies

What are the state frequencies representing our population?

In [474]:
state_counts = master_data['States'].value_counts()
state_counts
Out[474]:
CA    255
NY     50
MA     27
VA     20
TX     15
WA     14
PA     12
MD     11
NC     11
IL      9
NJ      9
GA      8
MO      7
NV      6
MI      6
DC      6
TN      5
IN      5
CO      5
SC      5
AL      4
FL      4
MN      3
IA      2
RI      2
NH      2
NE      2
OH      2
ON      2
CT      2
OR      1
AB      1
ME      1
WI      1
KS      1
KY      1
UT      1
AZ      1
Name: States, dtype: int64

Here we discover that 255 of our listings are those located in the state of California. Intuition says that this may be due to the large number of technology jobs in the Silicon Valley/Bay Area. Given that we are interested in data science related jobs this makes sense.

In [475]:
state_freqDF = pd.DataFrame({'Frequency' : state_counts.values, 'States' : state_counts.index, })
state_freqDF = state_freqDF[['States','Frequency']]

percent2 = []
for i in range(len(state_freqDF)):
    holder2 = round(state_freqDF['Frequency'][i] / state_counts.values.sum(), 4)
    percent2.append(holder2)

state_freqDF['Percent of Total'] = percent2

state_freqDF
Out[475]:
States Frequency Percent of Total
0 CA 255 0.4913
1 NY 50 0.0963
2 MA 27 0.0520
3 VA 20 0.0385
4 TX 15 0.0289
5 WA 14 0.0270
6 PA 12 0.0231
7 MD 11 0.0212
8 NC 11 0.0212
9 IL 9 0.0173
10 NJ 9 0.0173
11 GA 8 0.0154
12 MO 7 0.0135
13 NV 6 0.0116
14 MI 6 0.0116
15 DC 6 0.0116
16 TN 5 0.0096
17 IN 5 0.0096
18 CO 5 0.0096
19 SC 5 0.0096
20 AL 4 0.0077
21 FL 4 0.0077
22 MN 3 0.0058
23 IA 2 0.0039
24 RI 2 0.0039
25 NH 2 0.0039
26 NE 2 0.0039
27 OH 2 0.0039
28 ON 2 0.0039
29 CT 2 0.0039
30 OR 1 0.0019
31 AB 1 0.0019
32 ME 1 0.0019
33 WI 1 0.0019
34 KS 1 0.0019
35 KY 1 0.0019
36 UT 1 0.0019
37 AZ 1 0.0019

As noted previously, a large proportion of the listings scraped given the four search terms (Data Scientist, Data Engineer, Data Analyst, and Business Intelligence) are allocated to California at 49.13%. This covers almost half of the total states represented in our population.

In [476]:
objects = state_counts.index
y_pos = np.arange(len(objects))
performance = state_counts.values
 
plt.barh(y_pos, performance, align='center', alpha=0.5)
plt.yticks(y_pos, objects)
plt.xlabel('Frequency')
plt.title('Frequency Distribution of States Represented in Population')
 
plt.show()

Search Term Frequency Per State

How many listings are represented for each job type (Data Scientist, Data Engineer, Data Analyst, and Business Intelligence) within each state?

In [477]:
state_grouper = master_data.groupby('States')
jobs_per_state = state_grouper['Search'].value_counts()
jobs_per_state = jobs_per_state.reset_index(name = 'Frequency')
jobs_per_state
Out[477]:
States Search Frequency
0 AB Data Scientist 1
1 AL Data Engineer 3
2 AL Business Intelligence 1
3 AZ Data Analyst 1
4 CA Data Engineer 178
5 CA Data Scientist 35
6 CA Business Intelligence 23
7 CA Data Analyst 19
8 CO Data Engineer 5
9 CT Business Intelligence 1
10 CT Data Engineer 1
11 DC Data Engineer 5
12 DC Data Analyst 1
13 FL Data Engineer 4
14 GA Data Engineer 4
15 GA Data Analyst 3
16 GA Business Intelligence 1
17 IA Data Engineer 1
18 IA Data Scientist 1
19 IL Data Engineer 7
20 IL Business Intelligence 1
21 IL Data Scientist 1
22 IN Business Intelligence 3
23 IN Data Analyst 1
24 IN Data Engineer 1
25 KS Data Scientist 1
26 KY Data Engineer 1
27 MA Data Engineer 20
28 MA Data Scientist 4
29 MA Data Analyst 3
30 MD Data Engineer 10
31 MD Data Scientist 1
32 ME Business Intelligence 1
33 MI Data Engineer 6
34 MN Data Engineer 3
35 MO Data Engineer 4
36 MO Business Intelligence 2
37 MO Data Analyst 1
38 NC Data Engineer 9
39 NC Data Analyst 1
40 NC Data Scientist 1
41 NE Data Engineer 2
42 NH Data Engineer 2
43 NJ Data Analyst 4
44 NJ Data Engineer 3
45 NJ Data Scientist 2
46 NV Data Analyst 4
47 NV Data Engineer 2
48 NY Data Engineer 23
49 NY Data Scientist 14
50 NY Business Intelligence 9
51 NY Data Analyst 4
52 OH Data Engineer 2
53 ON Data Engineer 2
54 OR Data Engineer 1
55 PA Data Engineer 7
56 PA Data Scientist 3
57 PA Data Analyst 2
58 RI Data Analyst 1
59 RI Data Engineer 1
60 SC Data Engineer 3
61 SC Data Analyst 2
62 TN Data Scientist 3
63 TN Data Engineer 2
64 TX Data Engineer 9
65 TX Business Intelligence 5
66 TX Data Scientist 1
67 UT Data Engineer 1
68 VA Data Engineer 17
69 VA Data Scientist 2
70 VA Data Analyst 1
71 WA Data Engineer 10
72 WA Data Scientist 2
73 WA Business Intelligence 1
74 WA Data Analyst 1
75 WI Business Intelligence 1
In [479]:
(ggplot(jobs_per_state, aes(x = "States", y = 'Frequency', fill="Search")) +
 geom_bar(stat = "identity",position='stack')+
 theme(figure_size=(15, 10),axis_text_x= element_text(rotation=80))+
 labs(title = "Distribution of Frequency of Jobs For Each State", x = "States", y = "Frequency")
)
Out[479]:
<ggplot: (7565324566)>

As you can see from the above plot CA and NY stand out in that they represent each of the four job types. Next, we'll standardize the counts for each state given the search term to remove the skew due to the largest proportion of listings located in the state of California.

What are the proportions for each job type (Data Scientist, Data Engineer, Data Analyst, and Business Intelligence) in each state?

Do some states have a greater proportion of their available listings allocated to a particular job type?

In [480]:
search_state_set = np.unique(jobs_per_state['States'])
search_state_dict = dict(tuple(jobs_per_state.groupby('States')))

search_freqDF = []
for state in search_state_set:
    search_state_freqDF = pd.DataFrame({'Frequency' : list(search_state_dict[state]['Frequency']), 
                                        'Search' : list(search_state_dict[state]['Search']),
                                        'States' : list(search_state_dict[state]['States'])})
    search_state_freqDF = search_state_freqDF[['States', 'Search', 'Frequency']]

    percent4 = []

    for i in range(len(search_state_freqDF)):
        holder4 = round(search_state_freqDF['Frequency'][i] / sum(list(search_state_freqDF['Frequency'])),4)
        percent4.append(holder4)
    search_state_freqDF['Percent of Total'] = percent4
    search_freqDF.append(search_state_freqDF)

search_freqDF = pd.concat(search_freqDF, ignore_index = True)
search_freqDF
Out[480]:
States Search Frequency Percent of Total
0 AB Data Scientist 1 1.0000
1 AL Data Engineer 3 0.7500
2 AL Business Intelligence 1 0.2500
3 AZ Data Analyst 1 1.0000
4 CA Data Engineer 178 0.6980
5 CA Data Scientist 35 0.1373
6 CA Business Intelligence 23 0.0902
7 CA Data Analyst 19 0.0745
8 CO Data Engineer 5 1.0000
9 CT Business Intelligence 1 0.5000
10 CT Data Engineer 1 0.5000
11 DC Data Engineer 5 0.8333
12 DC Data Analyst 1 0.1667
13 FL Data Engineer 4 1.0000
14 GA Data Engineer 4 0.5000
15 GA Data Analyst 3 0.3750
16 GA Business Intelligence 1 0.1250
17 IA Data Engineer 1 0.5000
18 IA Data Scientist 1 0.5000
19 IL Data Engineer 7 0.7778
20 IL Business Intelligence 1 0.1111
21 IL Data Scientist 1 0.1111
22 IN Business Intelligence 3 0.6000
23 IN Data Analyst 1 0.2000
24 IN Data Engineer 1 0.2000
25 KS Data Scientist 1 1.0000
26 KY Data Engineer 1 1.0000
27 MA Data Engineer 20 0.7407
28 MA Data Scientist 4 0.1481
29 MA Data Analyst 3 0.1111
30 MD Data Engineer 10 0.9091
31 MD Data Scientist 1 0.0909
32 ME Business Intelligence 1 1.0000
33 MI Data Engineer 6 1.0000
34 MN Data Engineer 3 1.0000
35 MO Data Engineer 4 0.5714
36 MO Business Intelligence 2 0.2857
37 MO Data Analyst 1 0.1429
38 NC Data Engineer 9 0.8182
39 NC Data Analyst 1 0.0909
40 NC Data Scientist 1 0.0909
41 NE Data Engineer 2 1.0000
42 NH Data Engineer 2 1.0000
43 NJ Data Analyst 4 0.4444
44 NJ Data Engineer 3 0.3333
45 NJ Data Scientist 2 0.2222
46 NV Data Analyst 4 0.6667
47 NV Data Engineer 2 0.3333
48 NY Data Engineer 23 0.4600
49 NY Data Scientist 14 0.2800
50 NY Business Intelligence 9 0.1800
51 NY Data Analyst 4 0.0800
52 OH Data Engineer 2 1.0000
53 ON Data Engineer 2 1.0000
54 OR Data Engineer 1 1.0000
55 PA Data Engineer 7 0.5833
56 PA Data Scientist 3 0.2500
57 PA Data Analyst 2 0.1667
58 RI Data Analyst 1 0.5000
59 RI Data Engineer 1 0.5000
60 SC Data Engineer 3 0.6000
61 SC Data Analyst 2 0.4000
62 TN Data Scientist 3 0.6000
63 TN Data Engineer 2 0.4000
64 TX Data Engineer 9 0.6000
65 TX Business Intelligence 5 0.3333
66 TX Data Scientist 1 0.0667
67 UT Data Engineer 1 1.0000
68 VA Data Engineer 17 0.8500
69 VA Data Scientist 2 0.1000
70 VA Data Analyst 1 0.0500
71 WA Data Engineer 10 0.7143
72 WA Data Scientist 2 0.1429
73 WA Business Intelligence 1 0.0714
74 WA Data Analyst 1 0.0714
75 WI Business Intelligence 1 1.0000
In [481]:
(ggplot(search_freqDF, aes(x = "States", y = 'Percent of Total', fill="Search")) +
 geom_bar(stat = "identity",position='stack')+
 theme(figure_size=(10, 6),axis_text_x= element_text(rotation=80))+
 labs(title = "Job Proportions For Each State", x = "States", y = "Allocation")
)
Out[481]:
<ggplot: (-9223372029288966249)>

After converting the frequency of listings for each job type given a state we are able to have a better look at the variety of data science related options for each state. Some noteworthy states are as follows:

Four job types represented: CA, NY

Three job types represented: GA, IN, MA, MO, NC, NJ, PA, TX, VA, and WA

Later on we'll analyze skills and if you are interested in more than one of the given job types the above states may be a good place to look for a variety of data science related positions.

City Frequencies Per State

What are the frequencies for each city within the represented states?

Do any cities in particular stand out which may indicative of a hotspot for data science jobs?

In [429]:
city_grouper = master_data.groupby('States')
jobs_per_city = city_grouper['Cities'].value_counts()
jobs_per_city = jobs_per_city.reset_index(name = 'Frequency')
jobs_per_city = jobs_per_city.sort_values(by = 'Frequency',ascending = False).reset_index(drop = True)
jobs_per_city 
Out[429]:
States Cities Frequency
0 CA San Francisco 49
1 NY New York City 36
2 CA San Mateo 22
3 CA San Jose 22
4 CA Irvine 20
5 CA Los Angeles 18
6 CA Palo Alto 11
7 WA Seattle 10
8 CA Redwood City 8
9 MA Cambridge 8
10 IL Chicago 8
11 GA Atlanta 7
12 VA Reston 7
13 CA Santa Monica 7
14 CA Sunnyvale 7
15 VA Arlington 7
16 MA Burlington 6
17 NV Las Vegas 6
18 TX Austin 6
19 CA San Diego 6
20 DC Washington 6
21 CA Venice 6
22 NY White Plains 5
23 CA San Ramon 5
24 CA Mountain View 5
25 NC Raleigh 5
26 PA Pittsburgh 5
27 MI Detroit 4
28 PA Philadelphia 4
29 MO Saint Louis 4
... ... ... ...
132 AL Huntsville 1
133 AL Daphne 1
134 CA Van Nuys 1
135 CA Ventura County 1
136 CA Westwood 1
137 CO Boulder 1
138 NC Durham 1
139 NC Charlotte 1
140 MO Fenton 1
141 MN Plymouth 1
142 MI Wixom 1
143 MI Troy 1
144 ME Portland 1
145 MD Rockville 1
146 MD Camp Springs 1
147 MD Bowie 1
148 MD Baltimore 1
149 MD Anne Arundel County 1
150 MD Annapolis Junction 1
151 KY Lexington 1
152 KS Leawood 1
153 IL Peoria 1
154 GA Dunwoody 1
155 FL Tampa 1
156 FL Boca Raton 1
157 CT Torrington 1
158 CT Fairfield 1
159 CO Loveland 1
160 CO Denver 1
161 WI Berlin 1

162 rows × 3 columns

For now we'll ignore the fact that California is vastly represented in our population and can conclude that the following cities may be great places to search for Data Scientist, Data Engineer, Data Analyst, and Business Intelligence jobs.

1.) San Francisco, CA 2.) New York City, NY 3.) San Mateo, CA 4.) San Jose, CA 5.) Irvine, CA 6.) Los Angeles, CA 7.) Palo Alto, CA 8.) Seattle, WA 9.) Redwood City, CA 10.) Cambridge, MA

The idea behind why we feel that it is reasonable to ignore the much larger proportion of listings located in California is based on the fact that many of the technology companies which are known to have more data science positions are located in the Bay Area. We can see from above that five out of the top 10 represented cities are located in this area.

In [483]:
(ggplot(jobs_per_city[:20], aes(x = "States", y = 'Frequency', fill="Cities")) +
 geom_bar(stat = "identity", position='stack', show_legend = False)+
 theme(figure_size=(10, 5),axis_text_x= element_text(rotation=80))+
 labs(title = "Distribution of Frequency of Cities For Each State", x = "State", y = "City Frequency")
)
Out[483]:
<ggplot: (-9223372029310727038)>

In order to support our previous statement, California stands out because compared to the other states there are many different options for city locations within that state. Unlike the other top city states where there are no more than two city options.

How does the number of cities proportionate to the total number of listings for a particular state effect the distribution of listings in our population?

In [488]:
search_cities_set = np.unique(jobs_per_city['States'])
search_cities_dict = dict(tuple(jobs_per_city.groupby('States')))

search_cit_freqDF = []
for city in search_cities_set:
    search_cities_freqDF = pd.DataFrame({'Frequency' : list(search_cities_dict[city]['Frequency']), 
                                         'Cities' : list(search_cities_dict[city]['Cities']),
                                         'States' : list(search_cities_dict[city]['States'])})
    
    search_cities_freqDF = search_cities_freqDF[['States','Cities','Frequency']]

    percent5 = []

    for i in range(len(search_cities_freqDF)):
        holder5 = round(search_cities_freqDF['Frequency'][i] / sum(list(search_cities_freqDF['Frequency'])),4)
        percent5.append(holder5)
    search_cities_freqDF['Percent of Total'] = percent5
    search_cit_freqDF.append(search_cities_freqDF)

search_cit_freqDF = pd.concat(search_cit_freqDF, ignore_index = True)
search_cit_freqDF = search_cit_freqDF.sort_values(by = 'States',ascending = True).reset_index(drop = True)
search_cit_freqDF
Out[488]:
States Cities Frequency Percent of Total
0 AB Calgary 1 1.0000
1 AL Albertville 2 0.5000
2 AL Huntsville 1 0.2500
3 AL Daphne 1 0.2500
4 AZ Scottsdale 1 1.0000
5 CA Palm Springs 1 0.0039
6 CA Pasadena 1 0.0039
7 CA Redondo Beach 1 0.0039
8 CA Roseville 1 0.0039
9 CA Santa Ana 1 0.0039
10 CA Torrance 1 0.0039
11 CA North Hollywood 1 0.0039
12 CA Marina Del Rey 1 0.0039
13 CA Pleasanton 2 0.0078
14 CA Canoga Park 2 0.0078
15 CA Santa Barbara 1 0.0039
16 CA Newport Beach 1 0.0039
17 CA Fremont 1 0.0039
18 CA Long Beach 1 0.0039
19 CA El Segundo 2 0.0078
20 CA Foster City 1 0.0039
21 CA Cupertino 1 0.0039
22 CA Concord 1 0.0039
23 CA Carlsbad 1 0.0039
24 CA Campbell 1 0.0039
25 CA Beverly Hills 1 0.0039
26 CA Aliso Viejo 1 0.0039
27 CA Van Nuys 1 0.0039
28 CA Ventura County 1 0.0039
29 CA Westwood 1 0.0039
30 CA Napa 1 0.0039
31 CA Gardena 2 0.0078
32 CA San Carlos 1 0.0039
33 CA Menlo Park 2 0.0078
34 CA San Francisco 49 0.1922
35 CA San Mateo 22 0.0863
36 CA Laguna Niguel 2 0.0078
37 CA Irvine 20 0.0784
38 CA Los Angeles 18 0.0706
39 CA Palo Alto 11 0.0431
40 CA Redwood City 8 0.0314
41 CA Santa Monica 7 0.0275
42 CA Sunnyvale 7 0.0275
43 CA San Diego 6 0.0235
44 CA Venice 6 0.0235
45 CA San Ramon 5 0.0196
46 CA Mountain View 5 0.0196
47 CA San Jose 22 0.0863
48 CA Milpitas 3 0.0118
49 CA Northridge 2 0.0078
50 CA Norwalk 2 0.0078
51 CA Orange 2 0.0078
52 CA Ventura 3 0.0118
53 CA Glendale 3 0.0118
54 CA Santa Clara 2 0.0078
55 CA West Hollywood 3 0.0118
56 CA Woodland Hills 3 0.0118
57 CA Culver City 3 0.0118
58 CA Costa Mesa 3 0.0118
59 CA Berkeley 4 0.0157
60 CO Denver 1 0.2000
61 CO Colorado Springs 2 0.4000
62 CO Boulder 1 0.2000
63 CO Loveland 1 0.2000
64 CT Fairfield 1 0.5000
65 CT Torrington 1 0.5000
66 DC Washington 6 1.0000
67 FL Orlando 2 0.5000
68 FL Tampa 1 0.2500
69 FL Boca Raton 1 0.2500
70 GA Atlanta 7 0.8750
71 GA Dunwoody 1 0.1250
72 IA Grinnell 2 1.0000
73 IL Chicago 8 0.8889
74 IL Peoria 1 0.1111
75 IN South Bend 3 0.6000
76 IN Indianapolis 2 0.4000
77 KS Leawood 1 1.0000
78 KY Lexington 1 1.0000
79 MA Bedford 2 0.0741
80 MA Wellesley 2 0.0741
81 MA Acton 3 0.1111
82 MA Burlington 6 0.2222
83 MA Newton 3 0.1111
84 MA Cambridge 8 0.2963
85 MA Boston 3 0.1111
86 MD Bethesda 3 0.2727
87 MD Fort Meade 2 0.1818
88 MD Rockville 1 0.0909
89 MD Camp Springs 1 0.0909
90 MD Bowie 1 0.0909
91 MD Baltimore 1 0.0909
92 MD Anne Arundel County 1 0.0909
93 MD Annapolis Junction 1 0.0909
94 ME Portland 1 1.0000
95 MI Detroit 4 0.6667
96 MI Wixom 1 0.1667
97 MI Troy 1 0.1667
98 MN Saint Paul 2 0.6667
99 MN Plymouth 1 0.3333
100 MO Fenton 1 0.1429
101 MO Kansas City 2 0.2857
102 MO Saint Louis 4 0.5714
103 NC Charlotte 1 0.0909
104 NC Durham 1 0.0909
105 NC Huntersville 1 0.0909
106 NC Raleigh 5 0.4545
107 NC Youngsville 1 0.0909
108 NC Randleman 1 0.0909
109 NC Pineville 1 0.0909
110 NE Omaha 2 1.0000
111 NH Manchester 2 1.0000
112 NJ Jersey City 4 0.4444
113 NJ Princeton 3 0.3333
114 NJ Trenton 1 0.1111
115 NJ Hazlet 1 0.1111
116 NV Las Vegas 6 1.0000
117 NY Melville 1 0.0200
118 NY Stony Brook 1 0.0200
119 NY Port Washington 1 0.0200
120 NY Rochester 1 0.0200
121 NY Manhattan 1 0.0200
122 NY East Setauket 1 0.0200
123 NY New York City 36 0.7200
124 NY Brooklyn 1 0.0200
125 NY Elmira 2 0.0400
126 NY White Plains 5 0.1000
127 OH Toledo 1 0.5000
128 OH Solon 1 0.5000
129 ON Waterloo 1 0.5000
130 ON Kitchener 1 0.5000
131 OR Portland 1 1.0000
132 PA Pittsburgh 5 0.4167
133 PA Philadelphia 4 0.3333
134 PA Malvern 2 0.1667
135 PA Plymouth Meeting 1 0.0833
136 RI Providence 2 1.0000
137 SC Rock Hill 1 0.2000
138 SC Charleston 3 0.6000
139 SC Mount Pleasant 1 0.2000
140 TN Johnson City 1 0.2000
141 TN Nashville 2 0.4000
142 TN Knoxville 2 0.4000
143 TX Austin 6 0.4000
144 TX Plano 2 0.1333
145 TX Houston 2 0.1333
146 TX Dallas 2 0.1333
147 TX Arlington 1 0.0667
148 TX Katy 1 0.0667
149 TX Missouri City 1 0.0667
150 UT Lindon 1 1.0000
151 VA Reston 7 0.3500
152 VA Arlington 7 0.3500
153 VA Alexandria 2 0.1000
154 VA Mclean 2 0.1000
155 VA Timberlake 1 0.0500
156 VA Chantilly 1 0.0500
157 WA Bellevue 1 0.0714
158 WA Yakima 1 0.0714
159 WA Seattle 10 0.7143
160 WA Tacoma 2 0.1429
161 WI Berlin 1 1.0000
In [489]:
(ggplot(search_cit_freqDF, aes(x = "States", y = 'Percent of Total', fill="Cities")) +
 geom_bar(stat = "identity", position='stack', show_legend = False)+
 theme(figure_size=(10, 5),axis_text_x= element_text(rotation=80))+
 labs(title = "City Proportions for Each State", x = "State", y = "City Allocation")
)
Out[489]:
<ggplot: (7566853117)>

You will notice above that states with a greater number of cities represented given our listings is indicative of a wider range of options for relocation when thinking about your job search.

California, Colorado, Massachussetts, Maryland, and North Carolina have a large number of cities represented by our listings meaning a job seeker has options for the same job title but in different cities with a preferred state.

Data Scientist Listing Frequencies Per City

What are the top 10 cities in the USA for a person seeking a Data Scientist position?

In [491]:
ds_city_grouper = data_scientist_df.groupby('Location')
ds_per_city = ds_city_grouper['Search'].value_counts()
ds_per_city = ds_per_city.reset_index(name = 'Frequency')
ds_per_city = ds_per_city.sort_values(by = 'Frequency',ascending = False).reset_index(drop = True)
ds_per_city
Out[491]:
Location Search Frequency
0 New York City, NY Data Scientist 13
1 San Francisco, CA Data Scientist 12
2 Los Angeles, CA Data Scientist 4
3 Sunnyvale, CA Data Scientist 3
4 San Mateo, CA Data Scientist 3
5 Berkeley, CA Data Scientist 2
6 Cambridge, MA Data Scientist 2
7 Nashville, TN Data Scientist 2
8 San Jose, CA Data Scientist 2
9 West Hollywood, CA Data Scientist 2
10 Trenton, NJ Data Scientist 1
11 Seattle, WA Data Scientist 1
12 Santa Monica, CA Data Scientist 1
13 Redwood City, CA Data Scientist 1
14 Plymouth Meeting, PA Data Scientist 1
15 Pittsburgh, PA Data Scientist 1
16 Pineville, NC Data Scientist 1
17 Philadelphia, PA Data Scientist 1
18 Newton, MA Data Scientist 1
19 Alexandria, VA Data Scientist 1
20 Napa, CA Data Scientist 1
21 Chicago, IL Data Scientist 1
22 Bedford, MA Data Scientist 1
23 Bellevue, WA Data Scientist 1
24 Bethesda, MD Data Scientist 1
25 Calgary, AB Data Scientist 1
26 Campbell, CA Data Scientist 1
27 Chantilly, VA Data Scientist 1
28 Costa Mesa, CA Data Scientist 1
29 Austin, TX Data Scientist 1
30 Elmira, NY Data Scientist 1
31 Foster City, CA Data Scientist 1
32 Grinnell, IA Data Scientist 1
33 Hazlet, NJ Data Scientist 1
34 Knoxville, TN Data Scientist 1
35 Leawood, KS Data Scientist 1
36 Woodland Hills, CA Data Scientist 1
In [492]:
TOP_ds = ds_per_city[:10]
In [493]:
(ggplot(TOP_ds, aes(x = "Location", y = 'Frequency', fill='Location')) +
 geom_bar(stat = "identity", position='stack', show_legend = False)+
 theme(figure_size=(10, 6),axis_text_x= element_text(rotation=80))+
 labs(title = "Data Scientist - Distribution of Frequency of Jobs For Top 10 Most Frequent Locations", x = "Location", y = "Frequency")
)
Out[493]:
<ggplot: (7543421732)>

If you are seeking a data scientist position, your best option is to look in New York City - NY and San Francisco - CA.

Data Engineer Listing Frequencies Per City

What are the top 10 cities in the USA for a person seeking a Data Engineer position?

In [494]:
de_city_grouper = data_engineer_df.groupby('Location')
de_per_city = de_city_grouper['Search'].value_counts()
de_per_city = de_per_city.reset_index(name = 'Frequency')
de_per_city = de_per_city.sort_values(by = 'Frequency',ascending = False).reset_index(drop = True)
de_per_city
Out[494]:
Location Search Frequency
0 San Francisco, CA Data Engineer 34
1 San Jose, CA Data Engineer 20
2 New York City, NY Data Engineer 17
3 San Mateo, CA Data Engineer 16
4 Irvine, CA Data Engineer 13
5 Los Angeles, CA Data Engineer 13
6 Palo Alto, CA Data Engineer 8
7 Seattle, WA Data Engineer 8
8 Reston, VA Data Engineer 7
9 Chicago, IL Data Engineer 7
10 Arlington, VA Data Engineer 7
11 Redwood City, CA Data Engineer 6
12 Burlington, MA Data Engineer 6
13 Mountain View, CA Data Engineer 5
14 Santa Monica, CA Data Engineer 5
15 Venice, CA Data Engineer 5
16 Washington, DC Data Engineer 5
17 Raleigh, NC Data Engineer 5
18 Sunnyvale, CA Data Engineer 4
19 San Diego, CA Data Engineer 4
20 Cambridge, MA Data Engineer 4
21 Detroit, MI Data Engineer 4
22 Culver City, CA Data Engineer 3
23 Pittsburgh, PA Data Engineer 3
24 Glendale, CA Data Engineer 3
25 Acton, MA Data Engineer 3
26 Charleston, SC Data Engineer 3
27 San Ramon, CA Data Engineer 3
28 Atlanta, GA Data Engineer 3
29 Austin, TX Data Engineer 3
30 Saint Louis, MO Data Engineer 3
31 Jersey City, NJ Data Engineer 3
32 Boston, MA Data Engineer 3
33 Philadelphia, PA Data Engineer 2
34 Orlando, FL Data Engineer 2
35 Santa Clara, CA Data Engineer 2
36 Omaha, NE Data Engineer 2
37 Northridge, CA Data Engineer 2
38 Saint Paul, MN Data Engineer 2
39 Plano, TX Data Engineer 2
40 Menlo Park, CA Data Engineer 2
41 Manchester, NH Data Engineer 2
42 Albertville, AL Data Engineer 2
43 Tacoma, WA Data Engineer 2
44 Las Vegas, NV Data Engineer 2
45 Wellesley, MA Data Engineer 2
46 Norwalk, CA Data Engineer 2
47 Malvern, PA Data Engineer 2
48 Colorado Springs, CO Data Engineer 2
49 Gardena, CA Data Engineer 2
50 Berkeley, CA Data Engineer 2
51 Bethesda, MD Data Engineer 2
52 Fort Meade, MD Data Engineer 2
53 Dallas, TX Data Engineer 2
54 Canoga Park, CA Data Engineer 1
55 Camp Springs, MD Data Engineer 1
56 Roseville, CA Data Engineer 1
57 San Carlos, CA Data Engineer 1
58 Solon, OH Data Engineer 1
59 Bowie, MD Data Engineer 1
60 Boulder, CO Data Engineer 1
61 Boca Raton, FL Data Engineer 1
62 Rockville, MD Data Engineer 1
63 Beverly Hills, CA Data Engineer 1
64 Rochester, NY Data Engineer 1
65 Santa Barbara, CA Data Engineer 1
66 Carlsbad, CA Data Engineer 1
67 Bedford, MA Data Engineer 1
68 Baltimore, MD Data Engineer 1
69 Huntersville, NC Data Engineer 1
70 Charlotte, NC Data Engineer 1
71 Arlington, TX Data Engineer 1
72 Wixom, MI Data Engineer 1
73 Westwood, CA Data Engineer 1
74 West Hollywood, CA Data Engineer 1
75 Alexandria, VA Data Engineer 1
76 Waterloo, ON Data Engineer 1
77 Aliso Viejo, CA Data Engineer 1
78 Ventura County, CA Data Engineer 1
79 Annapolis Junction, MD Data Engineer 1
80 Van Nuys, CA Data Engineer 1
81 Troy, MI Data Engineer 1
82 Torrance, CA Data Engineer 1
83 Toledo, OH Data Engineer 1
84 Timberlake, VA Data Engineer 1
85 Tampa, FL Data Engineer 1
86 Anne Arundel County, MD Data Engineer 1
87 Stony Brook, NY Data Engineer 1
88 Providence, RI Data Engineer 1
89 Redondo Beach, CA Data Engineer 1
90 Huntsville, AL Data Engineer 1
91 Mclean, VA Data Engineer 1
92 Marina Del Rey, CA Data Engineer 1
93 Manhattan, NY Data Engineer 1
94 Fenton, MO Data Engineer 1
95 Loveland, CO Data Engineer 1
96 Fremont, CA Data Engineer 1
97 Long Beach, CA Data Engineer 1
98 Lindon, UT Data Engineer 1
99 Lexington, KY Data Engineer 1
100 Knoxville, TN Data Engineer 1
101 Kitchener, ON Data Engineer 1
102 Johnson City, TN Data Engineer 1
103 Grinnell, IA Data Engineer 1
104 Houston, TX Data Engineer 1
105 Indianapolis, IN Data Engineer 1
106 Melville, NY Data Engineer 1
107 Fairfield, CT Data Engineer 1
108 Milpitas, CA Data Engineer 1
109 Denver, CO Data Engineer 1
110 Portland, OR Data Engineer 1
111 Plymouth, MN Data Engineer 1
112 Concord, CA Data Engineer 1
113 Costa Mesa, CA Data Engineer 1
114 Cupertino, CA Data Engineer 1
115 Pasadena, CA Data Engineer 1
116 Dunwoody, GA Data Engineer 1
117 Elmira, NY Data Engineer 1
118 Durham, NC Data Engineer 1
119 East Setauket, NY Data Engineer 1
120 North Hollywood, CA Data Engineer 1
121 Newton, MA Data Engineer 1
122 Newport Beach, CA Data Engineer 1
123 El Segundo, CA Data Engineer 1
124 Youngsville, NC Data Engineer 1
In [496]:
TOP_de = de_per_city[:10]
In [497]:
(ggplot(TOP_de, aes(x = "Location", y = 'Frequency', fill='Location')) +
 geom_bar(stat = "identity", position='stack', show_legend = False)+
 theme(figure_size=(10, 6),axis_text_x= element_text(rotation=80))+
 labs(title = "Data Engineer - Distribution of Frequency of Jobs For Top 10 Most Locations", x = "Location", y = "Frequency")
)
Out[497]:
<ggplot: (7565478734)>

If you are seeking a data engineering position, your best option is to look in San Francisco - CA, San Jose - CA, San Mateo - CA, and New York City - NY.

Data Analyst Listing Frequencies Per City

What are the top 10 cities in the USA for a person seeking a Data Analyst position?

In [498]:
da_city_grouper = data_analyst_df.groupby('Location')
da_per_city = da_city_grouper['Search'].value_counts()
da_per_city = da_per_city.reset_index(name = 'Frequency')
da_per_city = da_per_city.sort_values(by = 'Frequency',ascending = False).reset_index(drop = True)
da_per_city
Out[498]:
Location Search Frequency
0 New York City, NY Data Analyst 4
1 Las Vegas, NV Data Analyst 4
2 Atlanta, GA Data Analyst 3
3 Ventura, CA Data Analyst 3
4 Princeton, NJ Data Analyst 3
5 Laguna Niguel, CA Data Analyst 2
6 Pleasanton, CA Data Analyst 2
7 Woodland Hills, CA Data Analyst 2
8 Orange, CA Data Analyst 2
9 Cambridge, MA Data Analyst 2
10 San Ramon, CA Data Analyst 2
11 Venice, CA Data Analyst 1
12 Scottsdale, AZ Data Analyst 1
13 Washington, DC Data Analyst 1
14 San Francisco, CA Data Analyst 1
15 Rock Hill, SC Data Analyst 1
16 Randleman, NC Data Analyst 1
17 Providence, RI Data Analyst 1
18 Palm Springs, CA Data Analyst 1
19 Pittsburgh, PA Data Analyst 1
20 Philadelphia, PA Data Analyst 1
21 Newton, MA Data Analyst 1
22 Mount Pleasant, SC Data Analyst 1
23 Mclean, VA Data Analyst 1
24 Los Angeles, CA Data Analyst 1
25 Kansas City, MO Data Analyst 1
26 Jersey City, NJ Data Analyst 1
27 Indianapolis, IN Data Analyst 1
28 El Segundo, CA Data Analyst 1
29 Canoga Park, CA Data Analyst 1
30 Yakima, WA Data Analyst 1
In [500]:
TOP_da = da_per_city[:10]
In [501]:
(ggplot(TOP_da, aes(x = "Location", y = 'Frequency', fill='Location')) +
 geom_bar(stat = "identity", position='stack', show_legend = False)+
 theme(figure_size=(10, 6),axis_text_x= element_text(rotation=80))+
 labs(title = "Data Analyst - Distribution of Frequency of Jobs For Top 10 Most Locations", x = "Location", y = "Frequency")
)
Out[501]:
<ggplot: (7565324720)>

If you are seeking a data analyst position, your best option is to look in Las Vegas - NV, New York City - NY, Atlanta - GA, Princeton - NJ, and Ventura - CA.

Business Intelligence Listing Frequency Per City

What are the top 10 cities in the USA for a person seeking a Business Intelligence position?

In [502]:
bi_city_grouper = BI_df.groupby('Location')
bi_per_city = bi_city_grouper['Search'].value_counts()
bi_per_city = bi_per_city.reset_index(name = 'Frequency')
bi_per_city = bi_per_city.sort_values(by = 'Frequency',ascending = False).reset_index(drop = True)
bi_per_city
Out[502]:
Location Search Frequency
0 Irvine, CA Business Intelligence 7
1 White Plains, NY Business Intelligence 5
2 South Bend, IN Business Intelligence 3
3 San Mateo, CA Business Intelligence 3
4 Palo Alto, CA Business Intelligence 3
5 San Francisco, CA Business Intelligence 2
6 Milpitas, CA Business Intelligence 2
7 San Diego, CA Business Intelligence 2
8 New York City, NY Business Intelligence 2
9 Austin, TX Business Intelligence 2
10 Redwood City, CA Business Intelligence 1
11 Torrington, CT Business Intelligence 1
12 Seattle, WA Business Intelligence 1
13 Santa Monica, CA Business Intelligence 1
14 Santa Ana, CA Business Intelligence 1
15 Saint Louis, MO Business Intelligence 1
16 Atlanta, GA Business Intelligence 1
17 Portland, ME Business Intelligence 1
18 Port Washington, NY Business Intelligence 1
19 Missouri City, TX Business Intelligence 1
20 Katy, TX Business Intelligence 1
21 Kansas City, MO Business Intelligence 1
22 Houston, TX Business Intelligence 1
23 Daphne, AL Business Intelligence 1
24 Costa Mesa, CA Business Intelligence 1
25 Brooklyn, NY Business Intelligence 1
26 Berlin, WI Business Intelligence 1
27 Peoria, IL Business Intelligence 1
In [503]:
TOP_bi = bi_per_city[:10]
In [504]:
(ggplot(TOP_bi, aes(x = "Location", y = 'Frequency', fill='Location')) +
 geom_bar(stat = "identity", position='stack', show_legend = False)+
 theme(figure_size=(10, 6),axis_text_x= element_text(rotation=80))+
 labs(title = "Business Intelligence - Distribution of Frequency of Jobs For Top 10 Most Locations", x = "Location", y = "Frequency")
)
Out[504]:
<ggplot: (7543659496)>

If you are seeking a business intelligence position, your best option is to look in Irvine - CA and White Plains - NY.

2.) Analysis - Preferred Qualifications

In [505]:
stop_words = stopwords.words("english") + ['data',
                                           'analysis',
                                           'development',
                                           'design',
                                           'modeling',
                                           'systems',
                                           'analytics',
                                           'test',
                                           'management',
                                           'security',
                                           'server',
                                           'system',
                                           'engineering',
                                           'model',
                                           'experience', 
                                           'data', 
                                           'structures',
                                           'science',
                                           'software',
                                           'algorithms',
                                           'testing',
                                           'business']
In [506]:
skills_df = master_data.copy()
In [507]:
for i in range(len(skills_df)):
    skills_df.loc[i, 'Skills'] = skills_df['Skills'][i].replace("Machine Learning",'Machine-Learning')
    skills_df.loc[i, 'Skills'] = skills_df['Skills'][i].replace("Big Data",'Big-Data')
    skills_df.loc[i, 'Skills'] = skills_df['Skills'][i].replace("Tekla Structures",'Tekla-Structures')
In [508]:
skills_set = set(skills_df['Skills'])
In [509]:
skills_set
Out[509]:
{'.NET, C#, SQL, Agile Software Development, ASP.NET, NoSQL, AngularJS',
 '.NET, C#, SQL, Team Foundation Server (TFS), Agile Software Development',
 '.NET, C#, Windows, Big-Data, SQL Server',
 '.NET, Visual Studio, C#, SQL, MVC',
 'AI, Marketing, Strategic Partnerships, Business Development, Artificial Intelligence, Machine-Learning',
 'API Development, Large Data Sets, C#, Java, Python, AWS, REACT, Node.js, Agile Methodologies, elastic search',
 'ASIC/SoC, Verification Flows, Verification process, SV/UVM environments, SoC architecture/design, CPU, Data center protocols, Ethernet, Startup Experience',
 "ASP.NET MVC, C#, JavaScript, WCF, RESTful API's",
 'ASP.NET MVC, C#/.NET, SQL Server, Developing Custom Internal Business Applications',
 'ASP.NET, MVC, C#, JQuery, SQL, Entity Framework',
 'AWS, Big-Data, Python, Production Level Coding',
 'Ability to be client facing, Mathematics, Can interpret data, Excel',
 'Account Executive, Sales, SaaS, Business Intelligence, B2B Sales',
 'Air Quality Assessment, Environmental Engineering, Emissions Reporting, Emissions Inventories, Data Analysis, Title V, Reclaim, Project Management, Database Management, MS Office',
 'Algorithm Development, Machine-Learning, Computer Vision, Image Processing, 3D Modeling, Object Detection, 3D CT Data, Prototyping, Signal Processing, Python C++',
 'Algorithm Development, Machine-Learning, Image Processing, 3D Modeling, Object Detection, 3D CT Data, Prototyping, Signal Processing, Matlab, Python C++',
 'Algorithm Development, Machine-Learning, Image Processing, matLab Pyton C/C++, 3D Modeling, Image Processing and analysis, Object Detection, 3D CT Data, Prototyping, Signal Processing',
 'Analytics, Data Analysis, Business Intelligence, SQL',
 'Android, Data Structures, Algorithm Design, Java',
 'Angular, Microsoft WebAPI/C#, OSIsoft, AF SDK, AF Templates, Data References, Analysis, Agile, TFS, TFVC',
 'Angular, TypeScript, Cordova, Agile, Kanban, Test Driven Development, Continuous Delivery, .NET, Data Science',
 'Angular, TypeScript, JavaScript, HTML, CSS',
 'Application Support, Business Analysis, Systems Analysis, SQL, Healthcare Industry, .NET, XML, Technical Support, Data Analysis, Client Interaction',
 'Applied Research, Hadoop/MapReduce/Spark, Programming (R/Scala/Python/Ruby), Java Or C++, Data Mining, Machine-Learning, Information Retrieval',
 'ArcSight, Network/Host/Data/Application Security, IP Networking, Networking Protocols, security related technologies, Internet/Web/Application/Network Security, Windows/Solaris/Linux, Firewall/Network Scanning/Intrusion Detection, Federal Regulations/Information Security, NIST Special Publications/C&A Process Methodology',
 'Azure SQL, PowerBI, Warehouse design',
 'BI Reporting, Data Integration, ETL, data documentation deliverables, Analytics, Data Delivery, SQL, Data Warehousing',
 'Big-Data, ADTECH, Hadoop, Scala, SPARK',
 'Big-Data, AWS, MongoDB, SQL',
 'Big-Data, Architecture, Hadoop',
 'Big-Data, Big O Notation, Scala, Hadoop, Data Mining, Kafka, GIT, Unix, Akka Streams, Maven',
 'Big-Data, Data Ingestion, Data Transformation',
 'Big-Data, Machine-Learning, Artificial Intelligence, Scala, Java, Python, AWS',
 'Big-Data, Python, AWS',
 'Big-Data, Scala, Hadoop, Data Mining, Kafka, GIT, Unix, Akka Streams, Maven',
 'Big-Data, TS/SCI, CI polygraph, Hadoop',
 'Big-Data/HPC Programming, Java, C/C++/C++11, SQL, Scala, Machine/deep learning algorithms, HDFS/Spark/Cassandra/TensorFlow, Product Engineering, MySQL, Linux Kernel',
 'Black Box, Automated Testing, Sanity Testing, Boundary, Negative, Compatibility, Concurrency, Test Data Sets, quantitative reports',
 'Blockchain, Cryptography, AI, Java/Python/Golang/JS/Ruby, Tensor Flow, Data Science',
 'Blockchain, Ethereum, Python, C++, Blockchain test tools (Truffle), Blockchain management tools, Continuous Integration, DevOps environment, Node.js, JavaScript',
 'Business Analysis, 4 year degree, Experience rel. to Internal Policies & Procedures, training experience',
 'Business Analyst, Business Analysis, SQL, Data Analysis, Agile, Excel',
 'Business Analytics, Python, SQL, Data Analysis, Excel, Site Catalyst',
 'Business Intelligence, Data Warehousing, AWS, Azure, Analytics, Amazon RedShift, Oracle, Business Objects, Tableau, PowerBI',
 'Business Intelligence, MS SQL Server, Ssrs, Ssis, ETL, Business Analysis, Dashboards, Reports, Tableau',
 'Business Intelligence, Relational Databases, SQL Queries, Power BI, Ssrs, T-SQL',
 'Business Process Standardization, 4 year degree, Training',
 'C#, .NET, CLR, Windows',
 'C#, .NET, Microsoft Visual Studio, Object-oriented Programming, WPF, MVVM, OPC - OPC Data Manager, UML, Multi-Threading',
 'C#, ASP.NET, JavaScript, T-SQL, JQuery, Data Modeling, Unity, Docker, RESTful, IIS',
 'C#, SQL, ASP.NET, ERP System Development, Visual Studio, JavaScript, Data Modeling, Manufacturing experience, Logistics Experience',
 'C#/.NET, SQL Server, Some CRM Development/Customization',
 'C++, Data Storage, Network File System, Storage Programming, REST Architecture, Network Programming',
 'C++, EDA, STL, Power Analysis Tools, Signal Integrity, extraction, OOD, EDA Algorithms, Data Structures, Phyiscal Verification',
 'C++, Linux - RedHat, Embedded Software Development, Commercial Products Development, Multithreaded and Object Oriented Design, DNP3 a plus, MySQL - Oracle - or other database, Networking experience with TCP/IP, Data analytics in a large big-data framework, Hadoop clusters is a plus',
 'C++, Linux Platform, Search Algorithms, Information Retrieval, Data Analytics, C++ 11, Python Scripting',
 'C++, Machine-Learning, Data Mining',
 'C++, Medical Devices, Startup Experience, Data Visualization, state machine',
 'C++, Python, JavaScript, TDD / BDD, Large-Scale big data applications, Financial Services / Capital Markets, Unix Command Line, Data Structures, Full-Stack Development',
 'C++, search engine technologies, Search Algorithms, Information Retrieval, Data Analytics, C++ 11, Linux Platform, Python Scripting, Distributed Algorithms - GPU and Deep Learning, Distributed Systems',
 'C, C++, Java, TS/SCI CI Poly, Python, RUBY, Perl, Big-Data analytics, Amazon Web Services, TCP/IP',
 'CAD development, C/C++, Windows, Parasolid, advanced data structures',
 'CCIE, Cisco R/S, Cisco Data Center, Cisco Security, Cisco ISE, Sourcefire, Pre Sales',
 'CCIE, Pre Sales, Cisco Data Center, Enterprise Networking, Cisco UC / Collaboration, Cisco Security',
 'Cisco R/S, Cisco Data Center Solutions, UCS, Nexus, CCIE, CCNP, VCP, Post Sales',
 'Cisco R/S, Cisco Security, Cisco Voice, Cisco Data Center, Pre Sales, Cisco UCS, CCNP, CCDP',
 'Computer Vision, Hands-on leadership, Python, Tensorflow, R, Machine-Learning, Deep Learning, OpenCV/PCL, Revit, 2d/3D Spatiotemporal Data',
 'Core Java, Big-Data, Web programming, cloud platforms, Relational Databases, CI Tools',
 'Cost Management, Large Capital Projects, Project control fundamentals, Financial/schedule analysis, Budgeting methodologies, Advanced data manipulation in Excel, Change Management OR Project Management',
 'Cost Management, Planning, Scheduling, Large Capital Projects, Project control fundamentals, Financial/schedule analysis, Budgeting methodologies, Advanced data manipulation in Excel, Primavera OR MS Project',
 'Create test plans/cases, QA in an e-Commerce environment, Perform end to end testing, Write basic SQL queries for data driven tests, Selenium WebDriver Automation, Manuel testing to find bugs and report, Work with automation to learn automation framework, Review results from automated testing team, Use test tracking software, Write QA automation tests',
 'Credit Risk Modeling/Response models, Multivariate Analysis, Machine-Learning, R, Python, Data Mining, Hadoop',
 'Customer Success Experience, Customer Renewals, Business Intelligence, Enterprise Software, SaaS',
 'Data Analysis, Business Intelligence, E-Commerce, Data Management, ETL processes',
 'Data Analysis, Data visualization/Dashboards, Tableau, Data Standardization/Cleansing, People Management, R programming, SQL, ETL, KPI Reporting/Analysis, Excel',
 'Data Analysis, Data visualization/Dashboards, Tableau, Data Standardization/Cleansing, R programming, SQL, ETL, KPI Reporting/Analysis, Excel, People Management',
 'Data Analysis, Lifestyle Polygraph, Systems Engineering, Intelligence, Full Scope',
 'Data Analysis, SQL, E-Commerce, Retail analytics, Google Analytics, Tableau, SalesForce',
 'Data Analytics Platforms, Machine-Learning, Machine vision, Python, Java, C++',
 'Data Center Solutions, NetApp, VMWare, Cisco, Virtualization, Post Sales, Implementations',
 'Data Center Solutions, NetApp, VMWare, NCDA, NCIE, Cisco, Virtualization, Post Sales',
 'Data Engineering, Data Visualization, Hadoop, Kinesis, Kafka, SPARK, Flink, Java, RUBY, Python',
 'Data Interpretation, Writing Algorithms, LabView, Python, C++, Matlab, RF Test, Microwave, Communication Interfaces, Antenna',
 'Data Mining, SAS, Tableau, R, Python, SQL, Data Visualization',
 'Data Mining, data sets, Statistical Modeling, Python & R & SQL, Machine-Learning Algorithms, Web Services, Hadoop',
 'Data Pipeline, Python, Machine-Learning',
 'Data Pipelines, Datat Structures, AWS/Cloud Infrastructure, Platform Infrastructure, Big-Data-Hadoop/kafka/storm/spark/zookeeper/hbase',
 'Data Pipelines, Java, Kafka',
 'Data Science Experience, numpy, Machine-Learning',
 'Data Science or Engineering, Python, R, Machine-Learning, Data Mining, Hadoop, SQL, Java, SPARK, Scala',
 'Data Science, Applied Research, Hadoop/MapReduce/Spark, Programming (R/Scala/Python/Ruby), Java Or C++, Data Mining, Machine-Learning, Information Retrieval',
 'Data Science, Artificial Intelligence, Statistical Analysis, Data Modeling, Machine-Learning, Algorithms',
 'Data Science, Big-Data, Machine-Learning, Artificial Intelligence, Scala, Java, Python',
 'Data Science, Machine-Learning, Internet of things, Smart Manufacturing, Industrial Internet of Things, SQL Databases, Cloud Computing, Programming (C/C++ - C# - Python - Java), Manufacturing',
 'Data Science, Machine-Learning, Natural Language Processing, Big-Data, Python',
 'Data Science, Machine-Learning, Natural Language Processing, Python, Text Analysis, Recommendation Systems, Hadoop, SPARK, Distributed Computing, Information Retrieval',
 'Data Science, Machine-Learning, Python, scalability of code & product & modeling, closed-looped analytics, AI product expertise',
 'Data Science, Machine-Learning, R, Python, SQL, SQL Server, E-Commerce',
 'Data Science, Machine-Learning, Simulation, Python, numpy',
 'Data Science, Python, scikit.learn, Bayesian Inference, Machine-Learning Algorithms',
 'Data Science, Python, scikit.learn, Virtual Environments, Bayesian Inference, Machine-Learning Algorithms, Prior teaching experience (not essential)',
 'Data Science, Python, scikit.learn, Virtual Environments, Bayesian Inference, Machine-Learning Algorithms, teaching experience',
 'Data Security Administration, CSSP, CEH, GCIH, SCYBER, GCIA, GCFA, DCO, AFSCN, MILSATCOM',
 'Data Storage, Ruby On Rails, REACT, Python, JavaScript, API Development',
 'Data Structures, Algorithms, Systems Behavior, log files, Infrastructure, DTrace/ Btrace/AspectJ, Splunk/ELK, OpenTSDB',
 'Data Structures, Machine-Learning Algorithms, Cloud Computing, Scripting languages, Python, ATHENA, MySQL, Hadoop, Looker, Build Systems',
 'Data Structures, Object-oriented Programming, JavaScript, REST/JSON, Design Patterns, UI/UX Collaboration',
 'Data Structures/Algorithms/Systems, Interconnected Systems, Configuration, Datacenter Infrastructure, Configuration Management Systems, Chef/Puppet/BMC Remedy/Ansible/Docker',
 'Data delivery and streaming systems (Kafka/Storm), Java, Scala, Data Pipelines',
 'Debian, Linux, Java, Python, MySQL, Shell Scripting, HTTP/S, SMTP, SSL, Nagios',
 'Deep Learning, Machine-Learning, Natural Language Processing, NLP, Tensorflow, PyTorch',
 'Delivery, Retail, E-Commerce, client-facing, Data Analysis, Business Intelligence, Data Management, ETL processes',
 'Develop high quality code using APEX, Java, Design/develop solutions on the salesforce.com, Visualforce and Apex, Marketing and sales cloud, Apex classes/triggers and Visualforce pages, SFDC Platform I & II certification, NodeJS, Lightning and Zuora, Salesforce data tools -Data Loader/Excel/Connector',
 'Developing Automated Integration/Unit Tests, Test Cases, Python, Linux, Systems Level, Automation Testing, Cloud environments, Big-Data Environments, Cloud Automation',
 'Developing Hybris eCommerce sites, Hybris Accelerators & core platform, APIs & tools-i.e. HAC/HMC & the Hybris Cockpits, Spring Core & MVC, Java with JEE, RDBMS such as Oracle or MySQL, Real time data exchange via REST or SOAP-based web, Asynchronous file exchange, Test Driven Development and JUnit, Hybris suite/stack and its APIs',
 'Devops, Continuous Automation, Continuous deployment, Linux System Administration, Amazon Web Services (AWS), Network Administration, Configuration management (Chef/Ansible/Puppet/etc), Jenkins, Bash, Python',
 'Docker, AWS, cl/cd, Jenkins, GIT, Big-Data',
 'ETL, AWS, Informatica, DB2, Postgres, Kimball, Linux, Data Warehousing, Agile, Data Modeling',
 'ETL, Business Intelligence, SQL Server',
 'ETL, RDBMS, Tableau, SQL, API, NoSQL, MongoDB, DTS, Business Intelligence',
 'ETL, SQL, Big-Data',
 'ETL, SQL, C#, .NET, BI, T-SQL, Ssis, Ssrs, GIT, TFS',
 'ETL, SQL, Database Development, Database Design, SDLC',
 'ElasticSearch, Cassandra, Hadoop, AWS, EC2, S3, Chef, Ansible, Python, RUBY',
 'Electrical Design, Data Center, Construction, Building Design, Mission Critical Design, AutoCAD, MS Project, Electrical Infrastructure, Professional Engineering License',
 'Embedded Product Development, Linux, M2M Technology, IOT, C/C++ Prorgramming, Network Protocols, Communication Systems, Algorithms and Data Structures, JavaScript/HTML/CSS/Bash',
 'Embedded, AI, IOT, AWS, Node.js, Network Security, Algorithms, Full Stack Development',
 'Excel, Oracle, SQL, Metadata, Reference Data Management, Master Data Management',
 'Excel, Power BI, Tableau, .NET, Java, Pre-Sales, AWS, C#, .NET, ASP.NET',
 'Extrusion, Polymer, Medical Device, Data Mining, Continuous Improvement, Equipment, Prototype, supervision, Expansion, new technology',
 'FPGA, RTL, UVM, data storage: Internal FPGA RAM, SRAM, DDR, DDR2-3',
 'Financial Analysis, Excel, Financial Modeling, Forecasting, Financial Analyst, Google Analytics, SQL, MS Query',
 'Financial Analysis, Excel, Financial Modeling, Forecasting, Financial Analyst, Google Analytics, SQL, MS Query, GAAP, Budgeting',
 'Financial Analysis, Financial Modeling, Budgeting / Forecasting, Business Intelligence Analysis, Budget vs. Actual Analysis, Analyze Cost, Financial Presentations, Financial Services Industry',
 'Financial Analysis, Manufacturing (high-volume durable goods), Oracle ERP (preferred), Data analytics and forecasting',
 'Financial Systems, General Ledger, User Security, Accounts Payable, Infor-11, Reporting, Test plans/scripts, SQL and Relational Database Concepts, C#/JavaScript, HRIS Payroll Data',
 'Frontend development, Vue/Angular/React, HTML5, CSS3, JavaScript, UX/UI, Data Visualization, Responsive Design, API Development, Mobile/Web',
 'Full Stack, Cassandra, ElasticSearch, Solr, Data Scientist, Python, Machine-Learning, R, Data Mining, SQL',
 'Go / Golang, Machine-Learning, Software Engineering',
 'Go, IOT, Big-Data, Video, Protobuf, Python, Multithreaded Applications, TCP/IP, Concurrency Management',
 'Go, Python, Java, C#, C++, Scala, Kotlin',
 'HMI, PLC, AutoCAD, Robotics, Machine Control Systems, Motion Control Systems, Data acquisition systems, Allen Bradley, Omron, Servo systems',
 'Hadoop, Hive, Mapreduce, yarn, Kafka, Pig, Oozie, hBase',
 'Hadoop, Hive, Spark and Presto, Apache Solr and/or Apache Lucene',
 'Hadoop, Java, Linux, Bash/Perl scripting, Apache, Kafka, SPARK, Mapreduce, AWS, Scala',
 'Hadoop, Mapreduce, Java, Python',
 'Hadoop, Mapreduce, SPARK, ElasticSearch, Java, Scala, Python',
 'Hadoop, Pipeline Infrastructure, Pig, Hive, SPARK, Mapreduce, Kafka, Kinesis, Storm, Vertica',
 'Hadoop, SQL, SPARK, Kafka',
 'Hadoop, Scala, SPARK, Java, NODE, REACT, Big-Data',
 'Hadoop/Spark/Hive, Quantitative Analysis, Python/R, SQL, Big-Data Systems (Hadoop/Hive/Spark/)',
 'Healthcare, Financial Analyst, Medical Billing, Data Analysis, Microsoft Access, SQL Scripting, Crystal Reports, Managed Care',
 'Healthcare/ Defense/Telecommunications Industry, Data Modeling, Data Warehousing, ETL, SPARK, SQL or NoSQL, Spark/ Scala/ Hadoop/ Storm',
 'ISO 13485, Supplier Audits, PPAP, Mechanical or Industrial Engineering degree, Process Validation, Process Capability Analysis, Root Cause Analysis, Statistical/Data Analysis Skills',
 'ISO 9001, ISO 13485, Quality Leadership / Management, QMS, Quality Assurance, Manufacturing, Six Sigma, Internal Auditing, Data Analysis',
 'Informatica, SQL, ETL Development, Teradata, Data Modeling, Data Warehousing',
 'Information Management, Data Analysis, Business Intelligence, SQL, Integration tools, Data Modeling, CASE tools, OLAP',
 'Information Security, CISSP or CISA or CCNP or CEH, HIPAA, ISO 900, NIST, HITRUST, SOX, NAC, Data Encryption, data loss prevention',
 'Insurance Industry, Data Science, Text Analytics, Statistical Modeling in Business settings, Ridge/Lasso/Elastic Nets, SAS/R/H2O/Python/Spark/SQL/Hadoop, Git/Gitlab, Data visualization: Shiny/Spotfire/Tableau, Tree models: Random Forest/GBM, linear/logistic regression',
 'Insurance, Claims, Bodily Injury, Litigation, Coverage, damages, Estimates',
 'J2EE, Java, SQL, JDBC, Microservices, RESTful, Hibernate',
 'JD Edwards Enterprise One 9.1, OneView, ASP.NET, C#, bi publisher, CafeOne, PowerForms, transactional SQL proces',
 'JD Edwards Enterprise One, Sales and Distribution, One View, bi publisher, SQL, CNC, EDI',
 'Java, AWS, ETL, GIS, GIT, data-driven development, Rest, Go, Linux',
 'Java, AWS, SPARK, Python, Hadoop, EMR, Scala',
 'Java, C++, C#, Data Structures, Algorithms',
 'Java, C++, Python, JSON, MongoDB, MySQL, Cassandra',
 'Java, Customer Facing, Professional Services, Client Facing Development, Distributed Systems, Cloud/AWS/EC2/EMR/Redshift/Azure, SQL',
 'Java, Data Structures, Algorithm Development, System Design/Development, Linux Or Unix, OOD, Agile Program Management',
 'Java, Data persistence layers, Video mobile and social network applications, Android Development, Android SDK, Published Android Applications, Android Application Architecture, Android libraries, Android automated testing frameworks, Clean coding standards',
 'Java, Go, C++, Zookeeper, Dropwizard, Kafka, Cassandra',
 'Java, Go, Zookeeper, Dropwizard, Kafka, Cassandra, RUBY',
 'Java, Golang, Go, AWS, Big-Data',
 'Java, Hadoop, Cloudera, MarkLogic',
 'Java, Hadoop, Python, NoSQL, AWS, Machine-Learning',
 'Java, J2EE, Apache Storm, Kafka, ElasticSearch, kibana, hBase, Graph DBs, Data Modeling, Business Intelligence',
 'Java, J2EE, Machine-Learning, Big-Data, R, Python, LAMP, Database Infrastructure, Data Architecture',
 'Java, J2EE/Spring/Hibernate, Multi-Threaded Development, Data Mining, Prolog',
 "Java, J2EE/Spring/Hibernate, SQL, RESTful API's, data mining software",
 'Java, JEE, JBoss, WildFly, Data Structures, Algorithms, REST API, JAX, Unix/Linux, PostgreSQL',
 'Java, JUnit, JMeter, Big-Data Experience (Hadoop/MongoDB/Cassandra), Cloud Data Technologies- AWS, SQL, Distributed Systems, Large Scale Distributed Application Development, SOLR or Lucene or ElasticSearch',
 'Java, JavaScript, Python, Expert HTML5 and CSS3, SQL, API',
 'Java, JavaScript, Spring, Angular/React, Big-Data',
 'Java, Node.js, Python, RESTful APIs, Big-Data, Data Mining, Cloud Computing, JavaScript',
 'Java, Object Oriented, Data Structures, Algorithm Development, System Design/Development, Leading code reviews',
 'Java, Python, Go, Test Frameworks (home grown), OSS frameworks',
 'Java, Python, SQL Relational Database, Hadoop / Pig / Hive / HBase, Scala',
 'Java, SQL, JavaScript, AWS, Hadoop/Big-Data',
 'Java, SQL, React.JS, JavaScript, AWS',
 'Java, SaaS, JavaScript, HTML/CSS, Spring, Boot, SQL Server, Server-Side Testing',
 'Java, Scala, NoSQL, Rest',
 'Java, Scala, SPARK, Hadoop, Distributed Systems, Python',
 'Java, Software Development, Spring, Hibernate, Big-Data',
 'Java, Spring Boot, Hibernate, AWS, Cloud, Unit Testing',
 'Java, Spring, Big-Data',
 'Java, Spring, SOA, Bootstrap',
 'Java, Spring, Sacalability, High Availability, Multithreading, Enterprise Class Environments, Data Processing, Big-Data, Cloud Computing (AWS), Continuous Delivery',
 'Java, Spring, TDD, SPARK, Data conversions, Avro, Parquet, Orc, Hadoop',
 'Java, UI Development, YUI, / JSF / Java Server Faces GWT / DOJO, Spring / Hibernate, Pulling / Retrieving / Exposing Data & APIs, SQL scripts, Computer Science Fundamentals, Object Oriented Programming best practices, Algorithms / Data Structures',
 'Java, Web Services, SOAP, Rest, Data Analysis, Data Modeling, design concepts',
 'Java/J2EE Development, Linux/UNIX, Multi-tier web applications, Web Services/SOA/XSD',
 'JavaScript, Angular, REACT, Script and Styling Language Expertise, Web Services Expertise, Front-end E-commerce Experience, Linux, MySQL, Data Analytics Expertise, Unit/Integration Testing Expertise',
 'JavaScript, ES6 syntax, Responsive HTML5 web-applications, UI/UX, MVC Framework, CSS, Database management and SQL, Node.js, SAP HANA platform and data modeler, SAPUI5 or openUI5 library',
 'JavaScript, PHP, Laravel, AWS, Angular/React/Marionette, Cassandra/MongoDB',
 'JavaScript, REACT, CSS3, HTML5, Hadoop, Scala, SPARK, Java, NODE, Big-Data',
 'JavaScript, React.JS, Golang, Open Source, Data Visualization, TDD, API, GIT, D3, Jasmine',
 'JavaScript, SaaS, Bootstrap, React or Angular, Data Visualization, HTML5 / CSS, ASP.NET, SQL Server',
 'JavaScript, TypeScript, Node.js, Python, Object-oriented Programming, Functional paradigms, data structure, Algorithm, Multi-Threading, Socket',
 'JavaScript, User Interface Design / Development, SaaS, Responsive Web Development, Bootstrap, Visual Studio, HTML5, CSS3, d3.js, JIRA',
 'JavaScript, XHTML, CSS, AJAX, Agile Development Methodologies',
 'JavaScript/HTML5/CSS3, Java, AngularJS, T-SQL, J2EE, Big-Data',
 'Kafka, Data, Kafka implementation, Confluent Kafka, Java, SPARK, Scala, Hadoop',
 'Kimball, iSeries, SQL, T-SQL, SISS, Ssrs, Tableau, Datazen, MySQL, Oracle',
 'LIMS, Java/Spring, Network Data Transfers, Microservices, Linux, Lab Info Management System',
 'LabView, TestStand, Zigbee, WiFi, cellular, Ethernet protocols, USB, C/C++, Python',
 'LabView, Visual Basic, C++, C#, SQL, Comm Interfaces (USB/GPIB/Ethernet/RS232), Simulation, System Integration, Motion Control, data acquisition',
 'Large Data Sets, statistical and predictive modeling, Machine-Learning',
 'Linux, AWS, Java',
 'MS SQL, T-SQL, Ssrs, .NET Framework, C#, MVC, JavaScript/JQuery/HTML/CSS',
 'MY SQL, MongoDB, Data Warehouse Architecture, Database Architect, NoSQL, Python, ETL, HDF, Financial Services, Data Storage',
 'Machine-Learning (INDUSTRY only not school), Production Quality Code, Data Science, Mentoring others, NLP (NOT essential nice to have), AI (NOT essential nice to have)',
 'Machine-Learning, Artificial Intelligence, Scala, Java, Python, AWS, Cassandra',
 'Machine-Learning, Big-Data analytics, Java, Python, NLP',
 'Machine-Learning, Big-Data, Tensorflow, Speech Rec, AWS',
 'Machine-Learning, Customer Facing, SPARK, Predictive Modeling, Industrial IoT Analytics, Java/ Scala, Natural Language Processing (NLP), Deep Learning',
 'Machine-Learning, Data Science, Natural Language Processing, Python, Java, Scala, Solr, SPARK, Hadoop',
 'Machine-Learning, Data Science, Natural Language Processing, SPARK, Hadoop, Python, Java, Scala, Text Mining',
 'Machine-Learning, Deep Learning, Data Science, neural networks, Tensorflow, Reinforcement Learning, CNN, RNN',
 'Machine-Learning, Deep Learning, Java',
 'Machine-Learning, Deep Learning, Python C++ OR Java, Cyber Security, networking technologies, Big-Data, Data Science, Audio/Noise/Digital Signal, Ability to attain SECRET security clearance, Full Scope Poly',
 'Machine-Learning, Hadoop, Data Mining, R, Python',
 'Machine-Learning, Information Retrieval, Data Science, Big-Data Mining, Natural Language Processing (NLP), Text Mining',
 'Machine-Learning, ML Algorithms, Python, SQL, scale, SPARK, Hadoop, Applied statistics, Data Processing, Data Analysis',
 'Machine-Learning, NLP, Deep Learning, AI, Big-Data, Predictive Analytics, Python, R',
 'Machine-Learning, Natural Language Processing, Spark/Hadoop, Data Science, Data Engineer',
 'Machine-Learning, Predictive Analytics, Big-Data',
 'Machine-Learning, Python, Applied Mathematics',
 'Machine-Learning, Python, NLP Frameworks',
 'Machine-Learning, Python, R',
 'Machine-Learning, Python, R, Data Mining, Data Analytics',
 'Machine-Learning, Python, R, SQL, Data Mining, Hadoop, Statistical Analysis',
 'Machine-Learning, Python, Scala, or Java, Hadoop, Big-Data, R/Matlab, C++',
 'Machine-Learning, Python, Tableau, Hadoop, R, Large Data Set Organization & Analytics, Statistical Modeling, Algorithmic development, Data Visualizations & Reporting, Automation',
 'Machine-Learning, Python, pandas, numpy, Scipy, sklearn, Medical Informatics, Apache Spark',
 'Machine-Learning, SPARK, Scala, C++, Python, SQL, MPP, AWS',
 'Machine-Learning, Scala, Search Intent Optimization',
 'Machine-Learning, Tensorflow, Statistical/Machine-Learning Algorithms',
 'Magento, Magento 2, PHP, JavaScript, XML, JSON, SQL, OOP PHP, HTML, CSS',
 'Managing Accountants, Advanced Excel Skills, Real Estate Accounting, Property Management Accounting, Accounting Principles, General Ledger, Business Intelligence, GAAP, Advanced SQL skills, Data Analysis',
 'Master Data Management, PostgreSQL, SQL programming, Scripting Languages (Python/Ruby/Perl), Linux, AWS, ElasticSearch',
 'Matlab, SimuLink, LabView, Python, Automotive Diagnostics/Repair Experience, Data Processing, Raptor-Dev Tool Kit, Fuel Cell, Automotive, Model-based software',
 'Microsoft Dynamics 365, Microsoft TFS, Dynamics AX Implementations, full lifecycle implementation, Dynamics AX Certification, Data Modeling, Visual Studio',
 'Microsoft Excel, PowerPoint, Data Management, Reconciliations, collection process, Revenue Reporting, commission recording',
 'Mixed-Signal ASIC Development, Analog Development, Analog Front end Development, Data Converters A/D and D/A Blocks, bias blocks, precision oscillators, Silicon Design, Cadence tools, Biometric Algorithms',
 'Mobile Equipment Low Voltage Systems (12/24 volt), Creating Bill of Materials (BOMs)/SAP Data, High Voltage Applications, Class B Drivers License (PLUS), Electrical Schematics and harness drawings, AutoCAD Electrical 2015 software, 3D CAD Modeling, SolidEdge (PLUS), Cross-Functional Team Environment',
 'Modern/Idiomatic Web Dev - Python and JavaScript, Flask or Django, React/HTML/CSS, Relational Databases, Web Application Security/Data Protection, RESTful APIs, Git/Grunt/Gulp/Webpack/CI/CD, Google Cloud/AWS, Cybersecurity/Newtorking',
 'Modern/Idiomatic Web Dev - Python, Flask or Django, Relational Databases, Web Application Security/Data Protection, RESTful APIs, Git/Grunt/Gulp/Webpack/CI/CD, Google Cloud/AWS, Cybersecurity/Newtorking, Machine-Learning - Bonus',
 'Network Operations Center Engineering, Juniper Junos, Cisco IOS, NOC, Windows Server 2012, Linux Administration',
 'Networking, Cloud Computing, Routers, Switches, Network Security',
 'NoSQL, Ruby On Rails, XML and JSON based data handling and related APIs, AWS, Development for Android and/or iOS, JIRA, Jasper reporting server, Hadoop and/or MongoDB, .NET and/or Java, Agile-based development',
 'Node.js, Golang, NPM, Socket.io, High availability applications, Object-oriented Programming, Javascript Core Concepts, Prototypal Inheritance, Data Object Model, Data Structures',
 'Node.js, JavaScript, SPARK, NoSQL',
 'Node.js, REACT, Angular, JavaScript',
 'Node.js, React.JS, AngularJS',
 'OOP (Java/Python/C++ or similar), PHP, JQuery/Angular.js/Backbone.js',
 'Objective-C, iOS Development, Cocoa, Core Data, Core Animation, API',
 'Operations Analyst, Data Analysis, SQL, Excel',
 'Oracle, Oracle E-Business Suite, Oracle Forms, Oracle reports, bi publisher, PL/SQL, Oracle Applications Framework',
 'PHP, Java, Hadoop, Kafka, AWS, Python',
 'PHP, Ruby On Rails, AWS and Heroku, MVC architecture, JSON-Based APIs, Databases and data modeling/design techniques, GIT, Linux Operating Systems',
 'PID contoller, AC/DC/VFD motor drives, single/multi loopcontrollers, industrial automation instrumentation &maintenance, PLC Programming, HMI software programming / Human Machine Interface, electrical & mechanical system torubleshooting, Wonderware / data historian, Controls Engineering, AutoCAD',
 'Pattern Recognition, Predictive Modeling, NoSQL datastores, Hadoop / Pig / Spark / Hive, Statistical/Machine-Learning Algorithms, Hadoop / MapReduce / R / SAS / SPSS, Manufacturing',
 'Performance Testing, Linux, Python or Ruby, Distributed Systems',
 'Performance Testing, Linux, Python or Ruby, Distributed Systems, Performance Analysis and Benchmarking, Performance Engineer',
 'PostgreSQL, Java, Distributed Systems, Core Java Libraries, Unit Testing, Big-Data, File Systems, Ruby Scripting, Networking - SOAP - REST- HTTP- TCP/IP, SVN, or Git',
 'Presales Engineer, Infrastructure, Data Management, Storage, Hybrid Cloud Management',
 'Private Ethereum Compatible Blockchain, Ethereum Public Chain, solidity smart contracts, Go / Javascript / Rust / Python / C / C++ / Ruby, Mist / Geth / Truffle / Web3.js / Parity, ERC20 compatible token project, Distributed Clouds / Containerized Environments, Unix / Linux, GIT / GIT rebase workflow, Open Source Projects',
 'Product Development, Web based analytics/BI/Visualization, UI, JavaScript, CSS, HTML5',
 'Product Management, Business Intelligence, Product Roadmapping, Analytics, Quality Assurance, Software Development Methodologies, Release Management, Product Delivery',
 'Product Management, Enterprise B2B Platforms, SaaS, Cloud Computing, Business Intelligence, New Product Launches, Scaling Software Products',
 'Product Marketing, Enterprise Software, RPA Robotic Process Automation, Business Process Automation, Market Intelligence, Sales Enablement',
 'Product Marketing, Product Manager, Business intelligence/ analytics, Customer Facing, Solution Marketing, Solution Engineering, Big-Data',
 'Product Positioning, Scheduling, Analyzing Data, Land Acquisition, Marketing Analyst, Sales, Logistics/Supply Chain, Home Building, Custom homes',
 'Public Accounting, Biotech/Pharma Industry, Budget Planning, Budget monitoring, preparing proposals and contracts, Data Analysis',
 'Python, AWS, Big-Data Solution',
 'Python, AWS, Big-Data Solution, RESTful APIs',
 'Python, AWS, ETL, Mapreduce, Redshift, Lambda, Looker, Data Engineer',
 'Python, AWS, PHP, Hadoop, Cassandra, cloud platforms, MongoDB, NoSQL, ROR, Back-End',
 'Python, AWS, Redshift, ETL, Hadoop, SPARK, Hive, Kafka',
 'Python, C++, Big-Data, Kafka, SPARK, Docker, Containers',
 'Python, C++, Scala, SPARK, TDD / BDD, JavaScript, Large-Scale big data applications, Financial Services / Capital Markets, Unix Command Line, Data Structures',
 'Python, C++, TDD / BDD, JavaScript, Large-Scale big data applications, Financial Services / Capital Markets, Unix Command Line, Data Structures, Data Feed, Object-oriented Programming',
 'Python, Data Engineering, Data Systems (Spark/Hadoop/Hive/Pig/Storm/Elastic), Microservices architecture',
 'Python, Data Engineering, Data pipelining, AWS or Cloud',
 'Python, ETL, AWS',
 'Python, Java, Go, Unix, Linux, Cloud, AWS',
 'Python, Java, SQL (BigQuery/Oracle and Hive), Dimensional data modeling & schema design in DW, ETL design (Informatica/Talend/Pentaho), Map Reduce or MPP system, Write abstracted reusable code components, Design data warehouse and data pipelines, Architect/Build/Launch new data models, API Development',
 'Python, Java, SQL (BigQuery/Oracle and Hive), ETL design (Informatica/Talend/Pentaho), Write abstracted reusable code components, Design data warehouse and data pipelines, API Development, Linux Shell Scripting, Amazon Redshift and RDS Aurora, Data modeling design and documentation',
 'Python, JavaScript, Backbone.JS, JQuery, Angular.js, UI/UX, Big-Data',
 'Python, JavaScript, Django/Flask/Pyramid, REACT, Angular, Node.js, NoSQL, AWS/EC2, Google App Engine, CSS/HTML',
 'Python, Machine-Learning, neural networks, Risk Analysis, Econometrics, Portfolio Management, Equities, ETFs, NLP',
 'Python, Management, Machine-Learning, Statistics, Data Science',
 'Python, Multi-threaded Programming, asynchronous programming, REST APIs, SQL, Big-Data, Hadoop Ecosystem, NoSQL, SPARK, Kafka',
 'Python, MySQL, Pentaho',
 'Python, SAS, GLM, Actuarial Science',
 'Python, SPARK, ETL',
 'Python, SPARK, Hadoop, ElasticSearch, Cascading, Hive, AWS, Docker, RESTful, JSON',
 'Python, SQL, C/C++, Marketing Analytics',
 'Python, SQL, Tableau',
 'Python, SQL, Tableau, SPARK, hBase, Kafka, Statistical/Mathematical Modeling, NoSQL, scikit-learn, Hadoop',
 'Python, Scala, Unix Command Line, Large-Scale big data applications, Kafka, HDFS, Version Control, Containers, Orchestration, CI/CD Pipelines',
 'Python, closure, decorator, Data Structures, JSONBuddy, JSON Ana, NOSE Testing, Pie Testing, Unit Testing, API Testing',
 'Python/R/Julia, Formulating metrics for optimizing healthcare, Experiment design for client facing optimizations, Developing Model/Data driven solutions, Analysis & Modeling of Large Complex Datasets, Predictive Modeling and Analytics, Client Facing Roles, Machine-Learning',
 'Python/R/Julia, Predictive Modeling and Analytics, Machine-Learning, Big-Data - Hadoop/Pig/Hive/Similar, Visualization/Tableau, Healthcare Analytics',
 'Quality Control, Database Management Systems, Electronics Manufacturing, Production Data, Quality Engineering, Data Table Making, Visual Basic, Circuitry',
 'Quantitative Analysis / Analytics, Statistical Analysis, R/Python, SQL, Machine-Learning',
 'Queries, Scripting, Data Warehousing, Cloud, SQL Server, ETL, Ssis, SQL, MongoDB, Cosmos DB',
 'R Language, Python, Datasets, SQL Queries',
 'R, Python, SQL',
 'RUBY, Data Modeling, Whiteboarding, Test Driven Development, JS Frameworks',
 'RUBY, JavaScript, Node.js, REACT, MongoDB, PostgreSQL, MySQL, GIT',
 'RUBY, MongoDB, JavaScript, Node.js, REACT, PostgreSQL, MySQL, GIT',
 'RUBY, Web Application Development, Data Modeling, User Interface, Workflow, REACT, Redux, E-Commerce, Agile',
 'Rails, Angular.js, Data Modeling, Web Technologies, Advertising',
 'Rapid Application Development, wire-framing, Mocking, Prototyping, Excel/VBA/Python, Bloomberg Terminal (Eikon is a plus), Market Data API, Equity Derivatives, C/C++ or Java/Scala or C#/F#, Data Science Stack',
 'React.JS, Redux, MVC Javascript Development, RESTful API, 3rd Party API Integration, Node.js, graphql, Docker, Kubernetes',
 'Redshift, Vertica, Mapreduce, Pig, Hive, SPARK, Kafka, Kinesis, Storm',
 'Reporting, Architecture, Security',
 'Routers, Firewalls, Switches, Wireless Controllers and Access Points, Web Filtering and IPS, VOIP (Avaya), Cisco, SNMP Network Monitors, Network Security, Layer 1 Cabling',
 'Ruby On Rails, AWS, PHP',
 'Ruby On Rails, Scalability, Security, Algorithms, Big-Data Technologies (Hadoop/MapReduce/Spark)',
 'Ruby on Rails / RoR / Ruby / Rails, Data Structures, Algorithms',
 'SDET experience (work not academia), Developing Automated Integration/Unit Tests, Test Cases, Python, Linux, Systems Level, Automation Testing, Cloud environments, Big-Data Environments',
 'SDLC Methodologies, Oracle R12 business Suite, PL/SQL, ETL, Oracle data integrator (ODI), Informatica PowerCenter, OBIEE/Essbase, BI toolsets',
 'SOA experience on the backend, C/C++, Cross platform integration and analysis expert, Java/Javascript, Key IAB standards (VAST/VPAID/VMAP/MRAID/OpenRTB), Developing ad platforms, Large scale data analysis tools (Hadoop), Relational and non-relational database experience, Algorithms and Data Structures, Advertising ecosystems/ad servers/DSPs/SSPs',
 'SPARK, Airflow, Redshift, Python',
 'SPARK, Kafka, Druid',
 'SPARK, Kafka, Hadoop, Hive, Airflow, Java, Scala, Python, Azkaban, SQL',
 'SQL Queries, Marketing Analysis, E-Commerce',
 'SQL Server Development, TSQL, SSIS/SSRS, Data Warehousing and Data Modeling, C#/OOP',
 'SQL Server, Database Design, Ssis, Big-Data tools/technologies',
 'SQL Server, Dba, T-SQL, Performance Tuning, Debugging, C#, OLTP, DM/DW, SSIS/SSRS/SSAS, Big-Data / No SQL',
 'SQL Server, PL/SQL, T-SQL, SQL Queries, Data Integration, Data Analysis, Problem Solving Skills',
 'SQL Server, SSIS/SSRS, Data Scraping, Microsoft Office 365, Power BI, SharePoint, Oracle EBS, ETL Process, OBIEE, Hyperion',
 'SQL, Data Analysis, T-SQL, Writing SSRS Reports, Stored Procedures, Table/Scalar Value Tables, SSIS/SSAS, MS Excel',
 'SQL, Data Modeling, Data Analytics & Visualization, ETL',
 'SQL, Data Modeling, Performance Tuning, Disaster Recovery, AWS, MySQL, PostgreSQL, ERD, Redshift',
 'SQL, Data, SQL Server, MySQL',
 'SQL, Database Architect, MySQL',
 'SQL, Python, R, Statistics, Analytics, E-Commerce, Web Analytics, Subscription Media, Business Intelligence, Business Analytics',
 'SQL, Python, R, Tableau, DOMO, Looker, Hive, SPARK, AIB testing, E-Commerce',
 'SQL, R, Python, Frequentist, Bayesian',
 'SQL, Ssrs, SSAS, Ssis',
 'SQL, Tableau, Data Analyst, Ssrs, Ssis, adhoc',
 'SQL, Visual Basics, Excel, Access',
 'SaaS, Service-Oriented Architecture, micro-services, Management, Distributed Java Systems, NoSQL, Java, Spring, AWS',
 'SaaS, Service-Oriented Architecture, micro-services, hands-on development, Management, Distributed Java Systems, Cassandra, NoSQL',
 'SaaS/IaaS, Mac, Active Directory, AWS, Network',
 'Sales Engineering, IOT, Data Engineer- Hadoop/spark/kafka, Cloud- Aws/azure, Python/R/Scala/SAS',
 'Sales Representative, Business Development, Software Sales, Mobile Solutions, Mobile Software',
 'Salesforce Certification, Workflow rules / Process Builder, Automate Dashboards, Segment Data, Apex Coding, Marketing Cloud Analytics, Worked in or with Sales Team, Conduct Training / Webinars, Leadership',
 'Scala /Python /Java, Algorithms, Hadoop, SQL, Data Analysis',
 'Scala, Java, RESTful API, Microservices, Amazon AWS',
 'Security Auditing methodologies, PCI Data Security Standards, Information Security, HIPAA, SIEM, Penetration Testing, Firewalls, active directory security',
 'Server-side C++, Linux, GPU, IPC, Asynchronous Dataflows, Real-Time Low Latency applications, Lock-free Data Structures, Algorithms, Accelerators',
 'SharePoint, .NET, Power BI, Microsoft Teams, Microsoft Technology Stack, system design, Application Databases, Cloud Computing, Batch/Shell scripting',
 'SharePoint, .NET, SDLC, Power BI, Microsoft Teams, Great Plains/Dynamics, Requirements Gathering, Mobile Development, Publishing, Telecom and/or Broadband',
 'Smack Stack, Scala, Amazon Web Services (AWS)',
 'Software Development in C++, Python, Linux, Algorithm Development, Data Structures, Boost/STL',
 'Software Development in C++, Python, Linux, Cloud environments, Big-Data Environments',
 'Software Development, Business Intelligence, C#, .NET, Java',
 'Software Development, Python, Java, Linux, AWS/EC2/S3, MySQL or PostgreSQL, TS/SCI w/ Polygraph, Machine-Learning, Artificial Intelligence, Hadoop',
 'Software Development, SQL, Data Analysis, Excel, Data Analyst, Python, Verbal and Written, Financial Analysis, analytical reports, Planning',
 "Software Engineer, C++(OOD) C++ programming, Algorithm Design/development, Data Structures, Program Optimization, Customer Facing UI Design, GPU's, Redhat, multi-threaded design",
 'Software Engineer, C, C++, Python, Linux Kernel, Drivers, ARM, 686, and/or RISC-V',
 'Statistics, Machine-Learning, Applied Mathematics',
 'Statistics, Mathematics, Computer Science, Machine-Learning, Product Development, Python, data architectures',
 'Systems Programming, C++, Python, Object Storage, Object Store, Data Storage, Network File System, Storage Programming, REST Architecture, Amazon Web Services (AWS)',
 'T-SQL, SQL, SQL Server, C#, XML, Database Design, Data Analysis',
 'TS/SCI with FS Polygraph Clearance, Java, Map Reduce, Eclipse, Pig, Hadoop, Maven',
 'Tableau, ETL, SQL, Automation Technologies, Unix/Linux, Python/R/equivalent',
 'Technical Writing - Software Documentation, Create user & functional requirements, Create test plans and test scripts, Design materials (mock-ups/process flowcharts), Create use cases to perform task workflow analysis, Finance & accounting concepts, Salesforce.com, Excel functions to manipulate and visualize data, Agile/Scrum and Kanban environments',
 'Telecommunications Industry, Sales Engineering, Sales Consulting, Pre-Sales Support, Application Design, Complex Enterprise Voice & Data Products/Services, Customer presentations, Network Design, Fiber-to-the-Premise (FTTP) Technology, Cost Estimates for Fiber Optic Drops',
 'Test Automation, Java/Javascript, Selenium Web Driver / TestNG, Algorithm & Data Structure Development',
 'Test Automation, Selenium, API Testing, Ruby/JavaScript/Python, Linux, HTTP, Public Clouds- AWS/EC2/AZURE',
 'Test Automation, Selenium, API Testing, Ruby/JavaScript/Python, Linux, HTTP, Public Clouds- AWS/EC2/AZURE, Distributed Systems',
 'Top Secret Clearance with CI or FSP, Java C & C++, Cloud Engineering, Big-Data Storage (NoSQL) Hbase/Big Table/CloudBase, Hadoop Distributed File System( HDFS), Serialization JSON or BSON, Windows (2000, 2003, XP, Vista), UNIX or Linux (RedHat 3-5), software integration and software testing, Implementing web services (SOAP and RESTful)',
 'UAV, Drone, Mechanical testing, Soldering, data acquisition, Electro-mechanical sub-assemblies/assemblies, AutoCAD, LabView, 3D CAD, SolidWorks',
 'UML, Hadoop/Pig/Hive, SQL/NoSQL, EC2/S3/DynamoDB, Data Security',
 'Web Application Development, HTML, CSS, JavaScript, PHP, SQL, .NET, Node.js, Data Visualization / Imaging, Agency Experience',
 'Widget design, JavaScript, UX, HTML5, CSS3, REST API, UI, Enterprise Products, REST APIs',
 'Writing Algorithms, C++, Python, Java, Data Interpretation, LabView, Matlab, Communication Interfaces, JavaScript, Firmware',
 'XML, Project Management, Data Analysis',
 'analyze and interpret complex digital data, Database, date wrangling, Data Visualization',
 'applications Mesos-Kafka-Spark-Yarn-Ignite, Striim-ScaleOut-Hazelcast-Tinker Pop-Blaze Graph, SciKit-Tensorflow-Torch-Café-Cassandra-Hadoop, Mongo-MySQL-Oracle-MemSQL',
 'cloud architecture, AWS Lambda, Messaging technologies, Data Processing Pipelines, Redis',
 'econometric modeling, Statistical Modeling, Quantitative research methods, R, Python, SPARK, SQL, Machine-Learning Algorithms, Machine-Learning, Data Mining',
 'fullstack, Node.js, AWS',
 'iOS App Development, iOS frameworks and SDK, Objective C, SWIFT, RESTful APIs/JSON, Core Data Frameworks, XCode/AppCode, MySQL/SQLite, Context-Aware Application & API Builds, React Native experience or knowledge (Huge Plus)',
 'modeling, Python, Panda, applications'}
In [510]:
def wordnet_pos(tag):
    """Map a Brown POS tag to a WordNet POS tag."""
    
    table = {"N": wordnet.NOUN, "V": wordnet.VERB, "R": wordnet.ADV, "J": wordnet.ADJ}
    
    # Default to a noun.
    return table.get(tag[0], wordnet.NOUN)

def newtext(text):
    '''Return a new text after the stopwords and lemmatizing'''
    blob = TextBlob(text)
    new_text = " ".join(w for w in blob.words if w.lower() not in stop_words)
    blob = TextBlob(new_text)
    tags = [wordnet_pos(x[1]) for x in blob.pos_tags]
    new_text = " ".join(x.lemmatize(t) for x, t in zip(blob.words, tags))
    blob = TextBlob(new_text)
    return new_text

def ReturnCount(text):
    '''Return a word counts dictionary'''
    new = newtext(text)
    blob = TextBlob(new)
    return blob.word_counts  

def countdata(text):
    '''
    Sort the counts of each distinct word
    input:text(string)
    output:datafrane of the word counts dictionary
    '''
    dic = ReturnCount(text)
    count=pd.DataFrame(list(dic.items()), columns=['word', 'count'])
    return count

def countsort(text):
    '''
    sort the countdata
    input:text(string)
    output:dataframe of 10 most frequent words and their counts
    '''
    df1 = countdata(text)
    newdf = df1.sort_values(by='count', ascending=False).head(20)
    return newdf

def barplot(text,theme):
    '''
    input:text(string),theme like art,sports(string)
    output:barplot of the most frequent words and counts
    '''
    data = countsort(text)
    new = newtext(text)
    plt.rcParams['figure.figsize'] = (10, 10)
    sns.set(font_scale = 1.5)

    sns.set_style("whitegrid")
    fruit_bar = sns.barplot(x = "word", y = "count", data =data)
    for item in fruit_bar.get_xticklabels():
        item.set_rotation(60)
    plt.title(theme)
    fruit_bar.set(ylabel = 'Count', xlabel = 'Word')
    p=plt.show()
    return p

def wordcloud(text,theme):
    '''
    input:text(string),theme like art,sports(string)
    output:wordcloud of the text
    '''
    data=countsort(text)
    new=newtext(text)

    # Generate a word cloud image
    wordcloud = WordCloud().generate(new)

   # lower max_font_size
    wordcloud = WordCloud(max_font_size=40).generate(new)
    plt.figure()
    plt.imshow(wordcloud, interpolation="bilinear")
    plt.axis("off")
    plt.title('wordcloud of '+theme)
    p=plt.show()
    return p

Top Skills Overall (Data Scientist, Data Engineer, Data Analyst, Business Intelligence)

In [511]:
skills=' '.join([str(i) for i in skills_df['Skills']])
skills_frequency = countsort(skills)
skills_frequency = skills_frequency.sort_values(by = 'count', ascending = False).reset_index(drop = True)
skills_frequency
Out[511]:
word count
0 python 172
1 java 138
2 sql 130
3 machine-learning 100
4 c 88
5 big-data 77
6 hadoop 64
7 aws 59
8 linux 47
9 javascript 45
10 spark 44
11 scala 40
12 etl 36
13 intelligence 33
14 cisco 32
15 network 32
16 cloud 32
17 r 32
18 web 30
19 kafka 30
In [513]:
(ggplot(skills_frequency, aes(x = "word", y = 'count', fill='word')) +
 geom_bar(stat = "identity", position='stack', show_legend = False)+
 theme(figure_size=(10, 6),axis_text_x= element_text(rotation=80))+
 labs(title = "Overall Skills - Data Scientist, Data Engineer, Data Analyst, and Business Intelligence", x = "Skills", y = "Frequency")
)
Out[513]:
<ggplot: (-9223372029308767842)>
In [514]:
def grey_color_func(word, font_size, position, orientation, random_state=None, **kwargs):
    """
    Purpose : Change the color of the words in the word cloud to grey scale 
    """
    return "hsl(0, 0%%, %d%%)" % random.randint(70, 100)
In [515]:
overall_skills = WordCloud(relative_scaling = 0, stopwords = stop_words, width = 600, height = 300)
overall_skills.generate(skills)
plt.figure(figsize = (15,7.5))
plt.imshow(overall_skills.recolor(color_func = grey_color_func, random_state = 1), interpolation = "bilinear")
plt.axis("off")
plt.tight_layout(pad = -1)
plt.title("Overall Skills - Data Scientist, Data Engineer, Data Analyst, and Business Intelligence")
plt.show()
In [516]:
ds_skills
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-516-f984fb03098e> in <module>()
----> 1 ds_skills

NameError: name 'ds_skills' is not defined

Top Skills - Data Scientist

In [517]:
ds_skills=' '.join([str(i) for i in data_scientist_df['Skills']])
ds_skills_frequency = countsort(ds_skills)
ds_skills_frequency = ds_skills_frequency.sort_values(by = 'count', ascending = False).reset_index(drop = True)
ds_skills_frequency
Out[517]:
word count
0 learning 66
1 machine 58
2 python 51
3 r 22
4 sql 19
5 mining 13
6 hadoop 13
7 nlp 11
8 big 10
9 java 8
10 spark 8
11 ai 7
12 predictive 7
13 statistical 7
14 product 7
15 risk 6
16 neural 6
17 bayesian 6
18 code 6
19 network 6
In [518]:
(ggplot(ds_skills_frequency, aes(x = "word", y = 'count', fill='word')) +
 geom_bar(stat = "identity", position='stack', show_legend = False)+
 theme(figure_size=(10, 6),axis_text_x= element_text(rotation=80))+
 labs(title = "Overall Skills - Data Scientist", x = "Skills", y = "Frequency")
)
Out[518]:
<ggplot: (-9223372029285089550)>
In [519]:
ds_overall_skills = WordCloud(relative_scaling = 0, stopwords = stop_words, width = 600, height = 300)
ds_overall_skills.generate(ds_skills)
plt.figure(figsize = (15,7.5))
plt.imshow(ds_overall_skills.recolor(color_func = grey_color_func, random_state = 1), interpolation = "bilinear")
plt.axis("off")
plt.tight_layout(pad = -1)
plt.title("Overall Skills - Data Scientist")
plt.show()

Top Skills - Data Engineer

In [520]:
de_skills=' '.join([str(i) for i in data_engineer_df['Skills']])
de_skills_frequency = countsort(de_skills)
de_skills_frequency = de_skills_frequency.sort_values(by = 'count', ascending = False).reset_index(drop = True)
de_skills_frequency
Out[520]:
word count
0 java 120
1 python 112
2 c 76
3 big 73
4 sql 62
5 aws 51
6 hadoop 50
7 learning 47
8 linux 47
9 machine 43
10 javascript 42
11 spark 35
12 scala 34
13 cisco 32
14 ruby 29
15 web 28
16 application 27
17 cloud 27
18 kafka 26
19 android 26
In [521]:
(ggplot(de_skills_frequency, aes(x = "word", y = 'count', fill='word')) +
 geom_bar(stat = "identity", position='stack', show_legend = False)+
 theme(figure_size=(10, 6),axis_text_x= element_text(rotation=80))+
 labs(title = "Overall Skills - Data Engineer", x = "Skills", y = "Frequency")
)
Out[521]:
<ggplot: (7551618287)>
In [522]:
de_overall_skills = WordCloud(relative_scaling = 0, stopwords = stop_words, width = 600, height = 300)
de_overall_skills.generate(de_skills)
plt.figure(figsize = (15,7.5))
plt.imshow(de_overall_skills.recolor(color_func = grey_color_func, random_state = 1), interpolation = "bilinear")
plt.axis("off")
plt.tight_layout(pad = -1)
plt.title("Overall Skills - Data Engineer")
plt.show()

Top Skills - Data Analyst

In [523]:
da_skills=' '.join([str(i) for i in data_analyst_df['Skills']])
da_skills_frequency = countsort(da_skills)
da_skills_frequency = da_skills_frequency.sort_values(by = 'count', ascending = False).reset_index(drop = True)
da_skills_frequency
Out[523]:
word count
0 sql 30
1 excel 18
2 tableau 10
3 financial 10
4 analyst 8
5 python 8
6 automation 8
7 marketing 5
8 e-commerce 5
9 create 5
10 project 5
11 query 4
12 process 4
13 automate 4
14 team 4
15 write 4
16 test 4
17 end 4
18 qa 4
19 ms 4
In [524]:
(ggplot(da_skills_frequency, aes(x = "word", y = 'count', fill='word')) +
 geom_bar(stat = "identity", position='stack', show_legend = False)+
 theme(figure_size=(10, 6),axis_text_x= element_text(rotation=80))+
 labs(title = "Overall Skills - Data Analyst", x = "Skills", y = "Frequency")
)
Out[524]:
<ggplot: (7551532345)>
In [525]:
da_overall_skills = WordCloud(relative_scaling = 0, stopwords = stop_words, width = 600, height = 300)
da_overall_skills.generate(da_skills)
plt.figure(figsize = (15,7.5))
plt.imshow(da_overall_skills.recolor(color_func = grey_color_func, random_state = 1), interpolation = "bilinear")
plt.axis("off")
plt.tight_layout(pad = -1)
plt.title("Overall Skills - Data Analyst")
plt.show()

Top Skills - Business Intelligence

In [526]:
bi_skills=' '.join([str(i) for i in BI_df['Skills']])
bi_skills_frequency = countsort(bi_skills)
bi_skills_frequency = bi_skills_frequency.sort_values(by = 'count', ascending = False).reset_index(drop = True)
bi_skills_frequency
Out[526]:
word count
0 intelligence 27
1 sql 19
2 bi 15
3 oracle 12
4 etl 11
5 java 9
6 product 8
7 sales 8
8 enterprise 7
9 one 7
10 net 7
11 marketing 6
12 tableau 6
13 power 6
14 saas 6
15 process 5
16 c 5
17 microsoft 5
18 publisher 5
19 ssrs 4
In [527]:
(ggplot(bi_skills_frequency, aes(x = "word", y = 'count', fill='word')) +
 geom_bar(stat = "identity", position='stack', show_legend = False)+
 theme(figure_size=(10, 6),axis_text_x= element_text(rotation=80))+
 labs(title = "Overall Skills - Business Intelligence", x = "Skills", y = "Frequency")
)
Out[527]:
<ggplot: (7563990262)>
In [528]:
bi_overall_skills = WordCloud(relative_scaling = 0, stopwords = stop_words, width = 600, height = 300)
bi_overall_skills.generate(bi_skills)
plt.figure(figsize = (15,7.5))
plt.imshow(bi_overall_skills.recolor(color_func = grey_color_func, random_state = 1), interpolation = "bilinear")
plt.axis("off")
plt.tight_layout(pad = -1)
plt.title("Overall Skills - Business Intelligence")
plt.show()

3.) Analysis - Descriptions

In [529]:
description_df = master_data.copy()
In [530]:
#generate wordlist and lemmatizer
wordnet_lemmatizer = WordNetLemmatizer()
In [531]:
#preprocessing function
def my_preprocessing(s):
    s = s.lower() # downcase
    s = re.sub(r"\W"," ",s)
    s = re.sub(r"\d"," ",s) 
    s = re.sub(r"\s+[a-z]\s+"," ",s)
    s = re.sub(r"^[a-zA-Z\s*]*what you will be doing",'',s)
    s = re.sub(r"\s+",' ',s)
    return s
In [532]:
responsibilities=[]
benefits=[]
jddataset = description_df['Description']
for i in range(len(jddataset)):
    s = my_preprocessing(jddataset[i])
    if 'what in it for you' in s :
        responsibility = s.split('what in it for you')[0]
        benefit = s.split('what in it for you')[1]
    else:
        responsibility = s
        benefit = ''
    responsibilities.append(responsibility)
    benefits.append(benefit)
In [533]:
def my_tokenize(s):
    tokens = nltk.tokenize.word_tokenize(s) # split string into words (tokens)
    tokens = [t for t in tokens if len(t) > 2] # remove short words, they're probably not useful
    tokens = [wordnet_lemmatizer.lemmatize(t) for t in tokens] # put words into base form
    tokens = [t for t in tokens if t not in set(stop_words)]# remove stopwords
    s = ' '.join(tokens)
    return s
In [534]:
#tokenize responsibilities
for i in range(len(responsibilities)):
    responsibilities[i] = my_tokenize(responsibilities[i])
    i = i+1
In [535]:
text = pd.DataFrame(responsibilities,columns = ['re'])
text['re']
Out[535]:
0      traffic predictor risk assessment tool determi...
1      iterate improve risk engine fraud modelswork i...
2      become cornerstone company capability across p...
3      scientist engineer responsible following build...
4      scientist please read located north austin dow...
5      working help build cool product primary respon...
6      descriptiondata scientist need analyze financi...
7      scientist engineer responsible following build...
8      scientist mining set statistic philadelphiawe ...
9      scientist machine learning python tableau tren...
10     scientist southbaywe creating platform product...
11     work scientist product manager customer succes...
12     ideal candidate expertise working large set ex...
13     develop implement advanced statistical perform...
14     scientist report chief technology officer obje...
15     ideal candidate expertise working large set ex...
16     develop implement advanced statistical perform...
17     develop nlp help customer understand contracts...
18     responsible researching building machine learn...
19     develop custom algorithm apply set evaluate ef...
20     traffic predictor risk assessment tool determi...
21     combine understanding goal machine learning co...
22     senior scientistwe looking scientist part inst...
23     senior scientistwe looking scientist part inst...
24     san jose relocation included application consi...
25     inform product strategy influence product road...
26     senior scientistwe looking scientist part inst...
27     looking scientist part instructional team seek...
28     looking scientist part instructional team seek...
29     creating develop launch next generation financ...
30     creating develop launch next generation financ...
31     growing team adapting analyst teaching python ...
32     growing team adapting analyst teaching python ...
33     creating develop launch next generation financ...
34     creating develop launch next generation financ...
35     senior scientist machine learning python table...
36     chief scientist machine learning python philly...
37     chief scientist machine learning python bay ar...
38     creating develop launch next generation financ...
39     cross functional team designer developer produ...
40     center innovative corporate group rapidly grow...
41     key team member innovate smart manufacturing p...
42     stellar scientist hadoop platform read interna...
43     frame conduct experiment drawing tremendously ...
44     relocation nashville availablelocated nashvill...
45     looking chief scientist responsible establishi...
46     creating machine learning solution assist deli...
47     creating machine learning solution assist deli...
48     working help build cool product primary respon...
49     develop new machine learning cognitive computi...
50     role bring passion technology apply skill plat...
51     role bring passion technology apply skill plat...
52     working alongside small team elite engineer pu...
53     role bring passion technology apply skill plat...
54     position responsible mining demographic clinic...
55     working alongside small team elite engineer pu...
56     using complex statistical improve portfolio pe...
57     conduct research meta learning machine learnin...
58     growing team adapting analyst teaching python ...
59     work exciting problem recommendation improve u...
60     scientist working closely client team build pr...
61     part decision function including contributing ...
62     scientist python please read based san mateo w...
63     year intelligence communityexperience verifica...
64     year intelligence communityexperience verifica...
65     construct end end flow raw prediction crunch a...
66     seeking someone build support critical backend...
67     inform product strategy influence product road...
68     expert convolutional neural network tensorflow...
69     scientist python please read based san mateo w...
70     construct fully automated risk control engine ...
71     advanced emerging technology team currently ne...
72     assist designing creation debugging sql etl pa...
73     engineer looking new opportunity raleigh area ...
74     engineer looking new opportunity raleigh area ...
75     engineer looking new opportunity raleigh area ...
76     sql nosql database determining requirement pla...
77     san jose relocation included application consi...
78     designing maintaining improving warehouseact f...
79     maintain improve pipeline using hadoop spark a...
80     engineer please read mobile company us big pre...
81     engineer please read mobile company us big pre...
82     mysql warehouse technical ownership maintenanc...
83     creating curating bigtables hbase cassandra st...
84     provides consultation technical expertise rega...
85     san jose relocation included application consi...
86     senior engineer posse strong python building i...
87     apply best principle agile methodology researc...
88     build maintain big platform using open source ...
89     help scale complex machine learning pipeline u...
90     lead team engineer build scalable highly avail...
91     lead strategy implementation storage access pl...
92     lead strategy implementation storage access pl...
93     looking strong engineer contribute creating wo...
94     integral part web optimization product team ch...
95     senior engineer experienced warehousing year t...
96     partner digital product customer supply chain ...
97     assemble large complex set meet functional non...
98     coding daily language like python scala integr...
99     coding daily language like python scala integr...
100    identify define algorithm improvement trading ...
101    identify define algorithm improvement trading ...
102    integral part web optimization product team ch...
103    build scalable reliable near real time pipelin...
104    big engineer please read title big engineersal...
105    integral part web optimization product team ch...
106    leading voice authority architecture newest pr...
107    uptime collection appropriate redundancy speci...
108    senior engineer etl sql big please read leadin...
109    exciting stuff big showing linux shell scripti...
110    frame conduct experiment drawing tremendously ...
111    senior engineer python tableau sql please read...
112    building product help customer fulfill service...
113    building product help customer fulfill service...
114    scale improve big platform provide operational...
115    lead maintenance scalable pipeline gather requ...
116    help develop analyze new predictive tool worki...
117    work cross functionally different department d...
118    use sql python linux aws environment support i...
119    engineer responsible following deployment new ...
120    developing connected automated vehicle infrast...
121    develop refine oversee master standard includi...
122    designing improving functionality web applicat...
123    big engineer responsible following architect d...
124    helping develop big analytical application des...
125    helping develop big analytical application des...
126    exciting stuff big showing yourlinux shell scr...
127    helping develop big analytical application des...
128    crucial contributor cloud backend architecture...
129    creating curating bigtables hbase cassandra st...
130    crucial contributor cloud backend architecture...
131    crucial contributor cloud backend architecture...
132    building working pipeline help manage understa...
133    build develop big nosql solution sql database ...
134    bring deep knowledge building real product usi...
135    senior warehouse developer etl sql big please ...
136    star schema need built improved reporting feed...
137    helping develop big analytical application des...
138    lead big engineer dod clearance please read go...
139    senior engineer developing web application jav...
140    senior engineer year professional industry ple...
141    background machine learning collaborate engine...
142    partner sale partnership gain deep understandi...
143    architect three year industry please read situ...
144    senior engineer please read million people yea...
145    develop implement hadoop based big solution di...
146    nutshell working ingest huge amount scale crea...
147    developer big please read located north austin...
148    processing large amount using big technology h...
149    build support service managing open identify r...
150    work current team stakeholder create innovativ...
151    work current team stakeholder create innovativ...
152    individual work architect develop release adva...
153    pipeline collection appropriate redundancy spe...
154    lead effort democratize access akuna architect...
155    essential responsibility center consulting eng...
156    essential responsibility center consulting eng...
157    essential responsibility center consulting eng...
158    key member gui team ensure success building ro...
159    role responsibility include engaging client nu...
160    experimentation platform like doe debating mer...
161    senior engineer developing web application jav...
162    develop object store client push pull wire spe...
163    develop object store client push pull wire spe...
164    infrastructure team mission build solution int...
165    develop large scale distributed convert day st...
166    java big pipeline engineer please read impleme...
167    develop linux smart client transfer parallel m...
168    develop large scale distributed convert day st...
169    build big processing streaming line processing...
170    rolewe got lot moving part developed house pur...
171    technical resource customer presales support s...
172    high performance developing multi threaded sha...
173    based san mateo right near closest train stop ...
174    architectural knowledge improve reliability ef...
175    role responsibility include engaging client nu...
176    member team help achieve goal designing develo...
177    member team help achieve goal designing develo...
178    year enterprise scale network operation year h...
179    rolewe got lot moving part developed house pur...
180    develop robust scalable core miso platform opt...
181    infrastructure team mission build solution int...
182    build application io platform collaborate team...
183    build maintain distributed processing componen...
184    company leader intelligence helm warehousing p...
185    develop maintain multiple database database pe...
186    located san jose ruby developer engineer pleas...
187    spearhead major infrastructure devops reliabil...
188    heavily involved architecture hand front end a...
189    full stack engineer posse strong python javasc...
190    maintain improve product offering location int...
191    sql developer understands complex code ha stro...
192    salesforce engineer deal highly ambiguous prob...
193    java client project working exciting innovativ...
194    work large commercial cad application perform ...
195    role actively participates database developer ...
196    function senior member team working responsibi...
197    develop java spring json jee rest work agile s...
198    participate entire lifecycle concept full stac...
199    develop java spring json jee rest work agile s...
200    participate entire lifecycle concept full stac...
201    responsible partnering implement database web ...
202    machine learning engineer work scientist devel...
203    machine learning engineer year please read app...
204    san jose relocation included application consi...
205    passionate sql engineer love solving problem r...
206    expand competitive edge delivering world class...
207    looking primarily etl focused developer aws cl...
208    help architect develop cloud based platform in...
209    help architect develop cloud based platform in...
210    join small highly collaborative team enjoy wor...
211    join small highly collaborative team enjoy wor...
212    working latest product involve automated prici...
213    integrate principal team comprised engineer bu...
214    building scalable high quality code solid code...
215    lead devops effort petabyte scale collection m...
216    based san mateo right near closest train stop ...
217    based san mateo right near closest train stop ...
218    build application io platform collaborate team...
219    supporting head operation quality control manu...
220    build configure platform service oriented arch...
221    senior android engineer please read relocate a...
222    coding daily language like python scala javasc...
223    looking variety expert expertise following are...
224    looking variety expert expertise following are...
225    work highly interactive team oriented environm...
226    position involve designing developing algorith...
227    primary responsibility position include analyz...
228    leading multi platform application analyze fea...
229    consumer financing company offering combinatio...
230    mentor lead junior developer opportunity use t...
231    mentor lead junior developer opportunity use t...
232    engineer responsible ensure feature deliverabl...
233    leading automation effort growing organization...
234    mentor lead junior developer opportunity use t...
235    critical member high performance team solving ...
236    critical member high performance team solving ...
237    building high quality application sweet modern...
238    leading automation effort growing organization...
239    lead new technology capability expansion effor...
240    backend engineer implement api endpoint using ...
241    create prototype develop execute machine learn...
242    building tool improve machine learning project...
243    fpga board level hardware engineer responsible...
244    full stack including front end visualization m...
245    code new user facing feature integrate various...
246    improving query speed setting best practice te...
247    helping create next big big need positionexper...
248    net developer asp net message looking highly s...
249    role work team research prototype build mainta...
250    work aspect information technology basic works...
251    work aspect information technology basic works...
252    coding daily language like python scala javasc...
253    working team expert golang developer developin...
254    full stack engineer posse strong python javasc...
255    full stack engineer posse strong ruby javascri...
256    work team building generate workload tool unde...
257    full stack engineer posse strong ruby mongodb ...
258    work team building generate workload tool unde...
259    salesforce developer deal highly ambiguous pro...
260    senior salesforce developer deal highly ambigu...
261    serve team frontend lead developer developing ...
262    help develop manage enforce related policy pro...
263    lead example take ownership face adversity abi...
264    looking experienced full stack web developer m...
265    collaborate exciting tech focused challenging ...
266    work within team solve complex problem daily b...
267    lead team building platform create driven dash...
268    engineer raleigh area read adtech startup base...
269    engineer raleigh area read adtech startup base...
270    building high performance massively scalable a...
271    role work within small talented imaging team u...
272    lead senior mobile engineer responsible follow...
273    senior mobile engineer responsible following i...
274    building high performance massively scalable a...
275    mixed signal circuit function top level analog...
276    role work within small talented imaging team u...
277    implementing automotive product part approval ...
278    role develop ship safety critical high perform...
279    work team support several enterprise applicati...
280    role work within small talented imaging team u...
281    lead platform engineer technical stack respons...
282    lead platform engineer technical stack respons...
283    developer building highly scalable web applica...
284    coding daily language like python scala javasc...
285    build maintain distributed processing componen...
286    responsibility may include installing troubles...
287    network strategy analyze price complex service...
288    seeking experienced developer help build scala...
289    act subject matter expert cisco cisco cisco un...
290    act subject matter expert cisco cisco cisco un...
291    based denver leading tech company ha revolutio...
292    develop restful api work closely team member d...
293    working thing sql queriesscriptingmigrationsda...
294    build architecture lead marquee platform code ...
295    mentor lead junior developer opportunity use t...
296    responsible creating open source application v...
297    collaborate exciting tech focused challenging ...
298    instrumental driving kafka implementation kafk...
299    contribute engineer team passionate delivering...
300    contribute engineer team passionate delivering...
301    platform engineer rail angular please read loc...
302    build application io platform collaborate team...
303    developing application solution reporting etc ...
304    lead senior mobile engineer responsible follow...
305    lead senior mobile engineer responsible follow...
306    building high performance massively scalable a...
307    lead manager technical stack responsible maxim...
308    department looking talented senior core java d...
309    identifies risk threat vulnerability network a...
310    develop core capability used build rich functi...
311    designing developing troubleshooting product d...
312    implement core component orchestration stack o...
313    lead conduct defensive cyberspace operation dc...
314    help architecture decision complex million lin...
315    linux developer please read immediate consider...
316    qualified candidate responsible service produc...
317    qualified candidate responsible service produc...
318    feature multi tenancy high availability scalab...
319    developer new feature functionality large web ...
320    creating clean well documented efficient stand...
321    feature multi tenancy high availability scalab...
322    partner product owner scrum master optimize im...
323    partner product owner scrum master optimize im...
324    improving query speed setting best practice te...
325    based san mateo right near closest train stop ...
326    maintain improve product offering location int...
327    working aspect deploying maintaining upgrading...
328    infrastructure architecture production environ...
329    job get opportunity exercise polished net skil...
330    building implementing high quality front end v...
331    maintain various component web application cre...
332    deploy support high performance highly availab...
333    deploy support high performance highly availab...
334    info coming soon need positionat least year kn...
335    role opportunity technical leader working smal...
336    use deep learning optimize large scale machine...
337    leading automation deployment monitoring aws h...
338    work team building generate workload tool unde...
339    leading automation deployment monitoring aws h...
340    implement automated part sldc ensure quality e...
341    build maintain distributed processing componen...
342    develop solidity smart contract run ethereum p...
343    responsibility build maintain distributed proc...
344    create sophisticated efficient visually pleasi...
345    product area lead effort one feature work team...
346    full stack web mobile application variety lang...
347    analyze develop high quality web application p...
348    typical primary task develop concept uav inclu...
349    bring technical skill developing professional ...
350    push limit innovation disrupt industry world c...
351    working product multi iteration product releas...
352    position involve designing developing algorith...
353    title mid level web developer javascript angul...
354    title mid levelcompensation negotiablecontract...
355    gather finalize requirement based product requ...
356    building high performance massively scalable a...
357    develop robust scalable core miso platform opt...
358    develop robust scalable core platform optimize...
359    leverage knowledge medical device participate ...
360    technical solution around cisco cisco focused ...
361    solving complex architecture working distribut...
362    work team develop requirement establish constr...
363    year strong understanding object oriented prog...
364    daily responsibility include architecture code...
365    serf technical expert head end monitor control...
366    provide senior level family multi tier azure c...
367    one successful technology start ups philadelph...
368    lead engineer please read immediate considerat...
369    architect centric networked rapidly changing g...
370    responsible creating driven web application wo...
371    looking add talented contract hire senior engi...
372    engineer play key role integral part team exci...
373    work platform team develop automated integrati...
374    work platform team develop automated integrati...
375    senior engineer performs professional work con...
376    manager authority stop production process feel...
377    join small highly collaborative team enjoy wor...
378    develop robust scalable platform optimize algo...
379    senior java programmer developing laboratory l...
380    work experienced staff develop deliver cutting...
381    responsibility position include helping implem...
382    work industry leading mobile application used ...
383    developing solution control mobile road constr...
384    developing solution control mobile road constr...
385    year strong understanding object oriented prog...
386    support lan wan network segment intranet surve...
387    work risk based pricing product part small tea...
388    work platform team develop automated integrati...
389    cloud engineer active sci fsp year including r...
390    member hybris team senior application engineer...
391    work platform team develop automated integrati...
392    work experienced staff develop deliver cutting...
393    believe highly hard work creativity innovation...
394    creating enhancing saas based solution create ...
395    maintain various component web application cre...
396    java client project working exciting innovativ...
397    java client project working exciting innovativ...
398    java client project working exciting innovativ...
399    believe highly hard work creativity innovation...
400    engineer responsible designing writing code ca...
401    support lan wan network segment intranet surve...
402    support lan wan network segment intranet surve...
403    developing client side view feature using reac...
404    exciting stuff big showing linux shell scripti...
405    working along side portfolio manager lead stra...
406    implement solution fully meet requirement lead...
407    serve member team implementation control hardw...
408    responsible improvement automated manufacturin...
409    deep learning experienced neural network tenso...
410    act electrical engineer complex electrical inf...
411    junior senior level position available review ...
412    developing leading edge controlled random veri...
413    developing leading edge controlled random veri...
414    building high performance massively scalable a...
415    building high performance massively scalable a...
416    develop maintain new existing work build core ...
417    believe way implementing case know designing i...
418    implementing technology solution client addres...
419    implementing technology solution client addres...
420    lead sourcing support advanced cloud computing...
421    analyst analyze hyper local source develop acc...
422    working side side client developing team provi...
423    obsession number desire tell story driven perf...
424    building maintaining complex marketing custome...
425    integral member corporate finance team positio...
426    lead analyst python tableau sql please read le...
427    summaryperforms subject matter expert rdms vis...
428    working large consumer set extracting analyzin...
429    creating enhancing tableau dashboard performin...
430    critically evaluate information gathered multi...
431    maintain enhance end user table reporting tool...
432    maintain enhance end user table reporting tool...
433    analyst please read solid global organization ...
434    lead analyst python tableau sql please read le...
435    senior analyst python tableau sql please read ...
436    database warehouse analyst involved warehouse ...
437    working highly confidential initiative drive d...
438    conducting support variety analytic solution c...
439    conducting support variety analytic solution c...
440    conducting support variety analytic solution c...
441    work engineer scientist analyst build extend t...
442    manage delivery report presentation recommenda...
443    collaborate technical service platform support...
444    extracting analyzing creating report searching...
445    process monthly capitation payment reporting p...
446    extracting analyzing creating report searching...
447    support month end close reporting support annu...
448    reporting analyst responsible providing timely...
449    salesforce analyst responsible following proac...
450    financial analyst position responsible reporti...
451    financial analyst position responsible reporti...
452    position report information officer responsibl...
453    position report information officer responsibl...
454    position report information officer responsibl...
455    successful candidate must show thrive excel wo...
456    using incident feature tracking create ticket ...
457    project control analyst pca assist project pro...
458    senior project control analyst lead pca assist...
459    seeking lead salesforce configurator analyst j...
460    seeking lead salesforce configurator analyst j...
461    interface corporate department facility person...
462    interface corporate department facility person...
463    looking experienced senior analyst responsible...
464    looking experienced senior analyst responsible...
465    preparation annual planpreparation monthly qua...
466    assisting annual market positioning study assi...
467    interface corporate department facility person...
468    creates maintains ensures quality assurance hu...
469    analyze develop high quality web application p...
470    managing team year related field integration w...
471    report developer please read strong global org...
472    report developer please read strong global org...
473    translating taking complex need join blend und...
474    hand director intelligence please read descrip...
475    hand director intelligence please read descrip...
476    conduct process need assessment preliminary co...
477    conduct process need assessment preliminary co...
478    responsible ownership intelligence including m...
479    responsibility include limited handle bodily i...
480    healthcare solution company orange county area...
481    ideal candidate working across unit site partn...
482    designing deploying scratch database database ...
483    lead build team deliver high impact insight fi...
484    based seattle intelligence saas platform compa...
485    etl tableau developer team working team develo...
486    hand leader engaging complex challenge informa...
487    developer primarily responsible programming ch...
488    responsibility overall relationship customer s...
489    oracle application developer read technology c...
490    responsible recurring reporting across build t...
491    must play key role growth tasked rapid expansi...
492    responsible designing documenting helping impl...
493    edward enterpriseone developer please read sol...
494    develop write code new existing database prima...
495    develop product solution content support outbo...
496    oversight requirement functional architecture ...
497    creates information solution manages analyst d...
498    edward enterpriseone developer please read sol...
499    oversight requirement functional architecture ...
500    edward enterpriseone developer please read sol...
501    develop proprietary service match merge qualit...
502    based austin revolutionary cognitive computing...
503    position important company responsible success...
504    position important company responsible success...
505    applicant need demonstrate deep knowledge proc...
506    position important company responsible success...
507    leading team accounting professional analyst p...
508    leading organization within finance spacewhy h...
509    database architect please read intelligence co...
510    located beautiful palo alto looking lead java ...
511    working tight knit team adding newest platform...
512    hand technical leader hand leadership actively...
513    help drive architecture implementation new fea...
514    leader energetically promote market develop op...
515    leader energetically promote market develop op...
516    leader energetically promote market develop op...
517    differentiate position product solution creati...
518    identify prospect sell market space schedule m...
Name: re, dtype: object
In [536]:
text_list = [i.split() for i in text['re']]
len(text_list)
Out[536]:
519
In [537]:
stop_list = ['experience', 'data']
for i in range(len(text_list)):
    for word in list(text_list[i]):  # iterating on a copy since removing will mess things up
        if word in stop_list:
            text_list[i].remove(word)
In [538]:
# Importing Gensim
import gensim
from gensim import corpora

# Creating the term dictionary of our courpus, where every unique term is assigned an index.
dictionary = corpora.Dictionary(text_list)
dictionary.save('dictionary.dict')
print (dictionary)
Dictionary(4878 unique tokens: ['able', 'added', 'analytical', 'applied', 'apply']...)
In [539]:
# Converting list of documents (corpus) into Document Term Matrix using dictionary prepared above.
doc_term_matrix = [dictionary.doc2bow(doc) for doc in text_list]
corpora.MmCorpus.serialize('corpus.mm', doc_term_matrix)

print (len(doc_term_matrix))
print (doc_term_matrix[100])
519
[(4, 1), (11, 1), (22, 1), (24, 1), (33, 1), (34, 3), (48, 1), (58, 1), (62, 1), (73, 1), (79, 1), (82, 1), (83, 1), (87, 1), (97, 1), (105, 1), (106, 2), (108, 1), (119, 1), (121, 1), (127, 1), (140, 2), (150, 1), (159, 1), (166, 1), (168, 1), (170, 1), (173, 1), (234, 1), (243, 1), (318, 1), (330, 1), (364, 1), (392, 1), (542, 1), (604, 1), (700, 1), (702, 1), (703, 1), (705, 1), (718, 1), (722, 1), (727, 1), (728, 1), (1230, 1), (1264, 1), (1302, 1), (1305, 1), (1323, 1), (1783, 4), (1785, 1), (1786, 1), (1787, 1), (1788, 2)]
In [540]:
from time import time
import logging

logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.INFO,
                   filename='running.log',filemode='w')
In [541]:
start = time()
# Creating the object for LDA model using gensim library
Lda = gensim.models.ldamodel.LdaModel

# Running and Trainign LDA model on the document term matrix.
ldamodel = Lda(doc_term_matrix, num_topics=10, id2word = dictionary, passes=50)
print ('used: {:.2f}s'.format(time()-start))
used: 24.50s
In [542]:
for i in ldamodel.print_topics(): 
    for j in i: print (j)
0
0.011*"product" + 0.010*"need" + 0.009*"technology" + 0.009*"knowledge" + 0.009*"customer" + 0.008*"team" + 0.007*"plus" + 0.007*"year" + 0.007*"reporting" + 0.007*"market"
1
0.010*"knowledge" + 0.010*"application" + 0.009*"need" + 0.009*"year" + 0.009*"tool" + 0.008*"user" + 0.008*"technology" + 0.008*"working" + 0.007*"skill" + 0.007*"quality"
2
0.014*"work" + 0.013*"need" + 0.012*"please" + 0.011*"year" + 0.011*"java" + 0.008*"engineer" + 0.008*"company" + 0.008*"python" + 0.008*"solution" + 0.008*"apply"
3
0.010*"tool" + 0.009*"work" + 0.009*"knowledge" + 0.009*"need" + 0.007*"team" + 0.007*"network" + 0.007*"python" + 0.007*"strong" + 0.006*"support" + 0.006*"using"
4
0.023*"learning" + 0.021*"machine" + 0.013*"need" + 0.011*"team" + 0.010*"year" + 0.008*"knowledge" + 0.008*"python" + 0.007*"statistical" + 0.007*"algorithm" + 0.007*"working"
5
0.015*"team" + 0.012*"need" + 0.010*"work" + 0.010*"application" + 0.009*"year" + 0.009*"solution" + 0.009*"technology" + 0.008*"develop" + 0.008*"product" + 0.007*"project"
6
0.024*"knowledge" + 0.014*"network" + 0.011*"java" + 0.010*"highly" + 0.010*"internals" + 0.010*"distributed" + 0.008*"environment" + 0.008*"working" + 0.007*"skill" + 0.007*"time"
7
0.014*"year" + 0.012*"scientist" + 0.012*"passion" + 0.011*"project" + 0.010*"new" + 0.009*"teaching" + 0.009*"cloud" + 0.008*"product" + 0.008*"quarter" + 0.008*"team"
8
0.016*"work" + 0.014*"sql" + 0.011*"year" + 0.010*"team" + 0.010*"performance" + 0.009*"need" + 0.009*"knowledge" + 0.009*"position" + 0.009*"develop" + 0.008*"working"
9
0.017*"product" + 0.012*"infrastructure" + 0.011*"need" + 0.007*"platform" + 0.007*"cloud" + 0.006*"building" + 0.006*"team" + 0.006*"like" + 0.006*"technology" + 0.006*"related"
In [543]:
ldamodel.save('topic.model')
In [544]:
import pyLDAvis.gensim
import gensim
pyLDAvis.enable_notebook()
In [545]:
d = gensim.corpora.Dictionary.load('dictionary.dict')
c = gensim.corpora.MmCorpus('corpus.mm')
lda = gensim.models.LdaModel.load('topic.model')
In [546]:
data = pyLDAvis.gensim.prepare(lda, c, d)
data
Out[546]:
In [547]:
pyLDAvis.save_html(data,'vis.html')
In [548]:
%%time
import gensim
import warnings
import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt
warnings.filterwarnings("ignore")
lda = gensim.models.LdaModel.load('topic.model')
CPU times: user 6.96 ms, sys: 3.4 ms, total: 10.4 ms
Wall time: 8.39 ms
In [549]:
fiz=plt.figure(figsize=(15,30))
for i in range(10):
    df=pd.DataFrame(lda.show_topic(i), columns=['term','prob']).set_index('term')
    plt.subplot(5,2,i+1)
    plt.title('topic '+str(i+1))
    sns.barplot(x='prob', y=df.index, data=df, label='Cities', palette='Reds_d')
    plt.xlabel('probability')
    

plt.show()

Description Word Frequency

In [550]:
word2count = {}
for data in responsibilities:
    words = nltk.word_tokenize(data)
    for word in words:
        if word not in word2count.keys():
            word2count[word] = 1
        else:
            word2count[word] += 1
In [551]:
#sort words 
from collections import OrderedDict
sorted_word = OrderedDict(sorted(word2count.items(), key=lambda kv: kv[1], reverse=True))
sorted_word
Out[551]:
OrderedDict([('need', 605),
             ('team', 536),
             ('year', 515),
             ('knowledge', 482),
             ('work', 481),
             ('product', 349),
             ('working', 344),
             ('technology', 332),
             ('application', 319),
             ('learning', 312),
             ('solution', 306),
             ('tool', 305),
             ('machine', 273),
             ('python', 273),
             ('skill', 269),
             ('strong', 266),
             ('position', 263),
             ('project', 261),
             ('engineer', 241),
             ('develop', 235),
             ('environment', 234),
             ('new', 234),
             ('sql', 233),
             ('service', 230),
             ('platform', 229),
             ('java', 224),
             ('big', 214),
             ('degree', 213),
             ('etc', 213),
             ('please', 207),
             ('cloud', 205),
             ('database', 195),
             ('building', 192),
             ('computer', 190),
             ('plus', 187),
             ('technical', 184),
             ('process', 181),
             ('using', 180),
             ('related', 180),
             ('performance', 172),
             ('ability', 167),
             ('build', 167),
             ('understanding', 166),
             ('customer', 165),
             ('apply', 164),
             ('architecture', 163),
             ('support', 162),
             ('quality', 158),
             ('company', 156),
             ('code', 156),
             ('developing', 155),
             ('high', 151),
             ('including', 150),
             ('user', 147),
             ('problem', 146),
             ('based', 143),
             ('large', 142),
             ('web', 138),
             ('aws', 136),
             ('requirement', 133),
             ('programming', 131),
             ('senior', 129),
             ('language', 127),
             ('spark', 127),
             ('hadoop', 127),
             ('developer', 127),
             ('today', 126),
             ('industry', 126),
             ('field', 125),
             ('distributed', 124),
             ('algorithm', 123),
             ('least', 123),
             ('network', 122),
             ('complex', 122),
             ('end', 122),
             ('processing', 121),
             ('client', 121),
             ('infrastructure', 115),
             ('framework', 115),
             ('integration', 115),
             ('reporting', 114),
             ('time', 114),
             ('scientist', 113),
             ('highly', 113),
             ('bachelor', 112),
             ('practice', 107),
             ('well', 106),
             ('use', 106),
             ('looking', 106),
             ('lead', 103),
             ('best', 103),
             ('create', 102),
             ('required', 102),
             ('linux', 101),
             ('scale', 98),
             ('source', 97),
             ('provide', 97),
             ('intelligence', 96),
             ('role', 95),
             ('across', 94),
             ('like', 94),
             ('feature', 93),
             ('scalable', 92),
             ('information', 92),
             ('following', 91),
             ('report', 91),
             ('multiple', 90),
             ('plan', 88),
             ('help', 87),
             ('top', 86),
             ('opportunity', 85),
             ('sale', 85),
             ('must', 85),
             ('expertise', 85),
             ('maintain', 85),
             ('one', 84),
             ('javascript', 84),
             ('financial', 83),
             ('stack', 83),
             ('etl', 81),
             ('pipeline', 81),
             ('communication', 81),
             ('advanced', 81),
             ('implement', 80),
             ('hand', 80),
             ('expert', 80),
             ('set', 79),
             ('level', 79),
             ('writing', 78),
             ('statistical', 77),
             ('creating', 77),
             ('area', 77),
             ('production', 76),
             ('implementation', 76),
             ('agile', 74),
             ('issue', 74),
             ('scala', 73),
             ('deep', 73),
             ('automated', 73),
             ('operation', 73),
             ('marketing', 72),
             ('master', 72),
             ('enterprise', 71),
             ('within', 70),
             ('preferred', 70),
             ('core', 70),
             ('professional', 70),
             ('identify', 69),
             ('manager', 69),
             ('market', 69),
             ('analyst', 69),
             ('designing', 68),
             ('positionat', 68),
             ('responsible', 67),
             ('architect', 67),
             ('drive', 66),
             ('ensure', 66),
             ('read', 66),
             ('candidate', 66),
             ('passion', 65),
             ('full', 65),
             ('key', 65),
             ('partner', 65),
             ('improve', 63),
             ('understand', 63),
             ('driven', 63),
             ('real', 63),
             ('solid', 63),
             ('various', 63),
             ('control', 62),
             ('relational', 62),
             ('multi', 62),
             ('equivalent', 61),
             ('research', 61),
             ('storage', 60),
             ('part', 60),
             ('automation', 60),
             ('analyze', 59),
             ('solving', 59),
             ('pattern', 59),
             ('standard', 59),
             ('leading', 59),
             ('able', 58),
             ('implementing', 58),
             ('strategy', 57),
             ('fast', 56),
             ('learn', 55),
             ('make', 54),
             ('technique', 54),
             ('relevant', 54),
             ('scripting', 54),
             ('include', 54),
             ('nosql', 54),
             ('closely', 54),
             ('excellent', 53),
             ('visualization', 53),
             ('review', 53),
             ('computing', 52),
             ('tableau', 52),
             ('functional', 51),
             ('leadership', 51),
             ('organization', 51),
             ('familiarity', 51),
             ('configuration', 51),
             ('background', 50),
             ('around', 50),
             ('oriented', 50),
             ('result', 50),
             ('existing', 50),
             ('api', 50),
             ('deployment', 50),
             ('training', 49),
             ('open', 48),
             ('internal', 48),
             ('growing', 48),
             ('also', 48),
             ('proficient', 48),
             ('phd', 47),
             ('improvement', 47),
             ('perform', 47),
             ('cross', 47),
             ('react', 47),
             ('good', 46),
             ('interface', 46),
             ('member', 46),
             ('continuous', 46),
             ('delivery', 46),
             ('mining', 45),
             ('document', 45),
             ('decision', 45),
             ('managing', 45),
             ('methodology', 45),
             ('supporting', 45),
             ('program', 45),
             ('object', 45),
             ('analytical', 44),
             ('excel', 44),
             ('dynamic', 44),
             ('ruby', 44),
             ('oracle', 44),
             ('angular', 44),
             ('coding', 43),
             ('net', 43),
             ('meet', 43),
             ('query', 43),
             ('unit', 43),
             ('statistic', 42),
             ('small', 42),
             ('similar', 42),
             ('kafka', 42),
             ('microsoft', 42),
             ('monitor', 41),
             ('structure', 41),
             ('want', 41),
             ('relationship', 41),
             ('day', 41),
             ('mobile', 41),
             ('participate', 41),
             ('html', 41),
             ('monitoring', 40),
             ('written', 40),
             ('responsibility', 40),
             ('collaborate', 40),
             ('join', 40),
             ('window', 40),
             ('salesforce', 40),
             ('warehouse', 39),
             ('stakeholder', 39),
             ('resource', 39),
             ('reason', 39),
             ('center', 39),
             ('case', 39),
             ('paced', 39),
             ('documentation', 39),
             ('quantitative', 38),
             ('directly', 38),
             ('positionmust', 38),
             ('networking', 38),
             ('capability', 37),
             ('way', 37),
             ('world', 37),
             ('healthcare', 37),
             ('deliver', 37),
             ('edge', 37),
             ('vision', 37),
             ('deploying', 37),
             ('operating', 37),
             ('component', 37),
             ('innovative', 36),
             ('providing', 36),
             ('assist', 36),
             ('write', 36),
             ('analyzing', 36),
             ('consulting', 36),
             ('ha', 36),
             ('cycle', 36),
             ('power', 36),
             ('com', 36),
             ('access', 36),
             ('administration', 36),
             ('cisco', 36),
             ('certification', 36),
             ('hardware', 36),
             ('rpa', 36),
             ('positionmore', 35),
             ('library', 35),
             ('tech', 35),
             ('minimum', 35),
             ('method', 35),
             ('leader', 35),
             ('positionrequirements', 35),
             ('maintaining', 35),
             ('predictive', 34),
             ('mysql', 34),
             ('self', 34),
             ('career', 34),
             ('cassandra', 34),
             ('life', 34),
             ('effort', 34),
             ('growth', 34),
             ('great', 34),
             ('office', 34),
             ('image', 34),
             ('maintenance', 34),
             ('backend', 34),
             ('procedure', 34),
             ('rest', 34),
             ('front', 34),
             ('manage', 34),
             ('spring', 34),
             ('insight', 33),
             ('used', 33),
             ('ideal', 33),
             ('focused', 33),
             ('solve', 33),
             ('teaching', 33),
             ('employee', 33),
             ('stream', 33),
             ('git', 33),
             ('effectively', 33),
             ('apis', 33),
             ('azure', 33),
             ('would', 32),
             ('optimization', 32),
             ('back', 32),
             ('proven', 32),
             ('event', 32),
             ('google', 32),
             ('daily', 32),
             ('concept', 32),
             ('applied', 31),
             ('startup', 31),
             ('different', 31),
             ('passionate', 31),
             ('goal', 31),
             ('space', 31),
             ('ssis', 31),
             ('troubleshooting', 31),
             ('task', 31),
             ('communicate', 30),
             ('function', 30),
             ('external', 30),
             ('right', 30),
             ('basic', 30),
             ('love', 30),
             ('approach', 30),
             ('benefit', 30),
             ('manufacturing', 30),
             ('fundamental', 30),
             ('cs', 30),
             ('availability', 29),
             ('current', 29),
             ('electrical', 29),
             ('interest', 29),
             ('amount', 29),
             ('san', 29),
             ('hard', 29),
             ('next', 29),
             ('unix', 29),
             ('protocol', 29),
             ('individual', 28),
             ('metric', 28),
             ('robust', 28),
             ('consumer', 28),
             ('presentation', 28),
             ('comfortable', 28),
             ('discipline', 28),
             ('domain', 28),
             ('cutting', 28),
             ('variety', 28),
             ('dashboard', 28),
             ('start', 28),
             ('specification', 28),
             ('desired', 28),
             ('bash', 28),
             ('ecosystem', 27),
             ('define', 27),
             ('math', 27),
             ('record', 27),
             ('detail', 27),
             ('evaluate', 27),
             ('optimize', 27),
             ('integrate', 27),
             ('mongodb', 27),
             ('take', 27),
             ('restful', 27),
             ('focus', 26),
             ('line', 26),
             ('objective', 26),
             ('strategic', 26),
             ('future', 26),
             ('innovation', 26),
             ('recommendation', 26),
             ('others', 26),
             ('nlp', 26),
             ('hive', 26),
             ('order', 26),
             ('generation', 26),
             ('lifecycle', 26),
             ('operational', 26),
             ('proficiency', 26),
             ('active', 26),
             ('critical', 26),
             ('department', 26),
             ('nice', 26),
             ('internals', 26),
             ('facing', 26),
             ('commerce', 25),
             ('successful', 25),
             ('redshift', 25),
             ('global', 25),
             ('base', 25),
             ('segment', 25),
             ('course', 25),
             ('quarter', 25),
             ('search', 25),
             ('basis', 25),
             ('finance', 25),
             ('artificial', 25),
             ('docker', 25),
             ('travel', 25),
             ('effective', 25),
             ('activity', 25),
             ('change', 25),
             ('general', 25),
             ('direction', 25),
             ('efficiency', 25),
             ('equipment', 25),
             ('risk', 24),
             ('determine', 24),
             ('reliability', 24),
             ('trend', 24),
             ('mentor', 24),
             ('success', 24),
             ('package', 24),
             ('school', 24),
             ('offering', 24),
             ('ideally', 24),
             ('bonus', 24),
             ('subject', 24),
             ('includes', 24),
             ('talented', 24),
             ('point', 24),
             ('planning', 24),
             ('mentoring', 24),
             ('firewall', 24),
             ('mathematics', 23),
             ('flow', 23),
             ('clean', 23),
             ('range', 23),
             ('pig', 23),
             ('helping', 23),
             ('act', 23),
             ('matter', 23),
             ('contribute', 23),
             ('performing', 23),
             ('provides', 23),
             ('needed', 23),
             ('amazon', 23),
             ('postgresql', 23),
             ('cost', 23),
             ('handle', 23),
             ('sdlc', 23),
             ('json', 23),
             ('saas', 23),
             ('extensive', 23),
             ('complete', 23),
             ('job', 23),
             ('previous', 22),
             ('competitive', 22),
             ('latest', 22),
             ('huge', 22),
             ('specific', 22),
             ('appropriate', 22),
             ('class', 22),
             ('play', 22),
             ('meeting', 22),
             ('hbase', 22),
             ('delivering', 22),
             ('initiative', 22),
             ('familiar', 22),
             ('modern', 22),
             ('value', 22),
             ('shell', 22),
             ('tuning', 22),
             ('router', 22),
             ('ssrs', 22),
             ('duty', 22),
             ('side', 22),
             ('overall', 21),
             ('track', 21),
             ('structured', 21),
             ('impact', 21),
             ('idea', 21),
             ('question', 21),
             ('enhance', 21),
             ('interested', 21),
             ('streaming', 21),
             ('experienced', 21),
             ('scaling', 21),
             ('challenge', 21),
             ('load', 21),
             ('wan', 21),
             ('node', 21),
             ('tensorflow', 20),
             ('built', 20),
             ('people', 20),
             ('series', 20),
             ('medium', 20),
             ('non', 20),
             ('scalability', 20),
             ('fun', 20),
             ('posse', 20),
             ('natural', 20),
             ('grow', 20),
             ('group', 20),
             ('smart', 20),
             ('aspect', 20),
             ('interact', 20),
             ('may', 20),
             ('hire', 20),
             ('script', 20),
             ('clearance', 20),
             ('device', 20),
             ('jquery', 20),
             ('assurance', 20),
             ('extraction', 19),
             ('gather', 19),
             ('emr', 19),
             ('involved', 19),
             ('prototype', 19),
             ('creative', 19),
             ('apache', 19),
             ('matlab', 19),
             ('collaborative', 19),
             ('table', 19),
             ('established', 19),
             ('rapidly', 19),
             ('deploy', 19),
             ('quickly', 19),
             ('account', 19),
             ('massive', 19),
             ('currently', 19),
             ('store', 19),
             ('layer', 19),
             ('establish', 19),
             ('release', 19),
             ('priority', 19),
             ('tcp', 19),
             ('io', 19),
             ('depth', 18),
             ('primary', 18),
             ('someone', 18),
             ('resume', 18),
             ('willingness', 18),
             ('diverse', 18),
             ('validation', 18),
             ('ecommerce', 18),
             ('material', 18),
             ('revenue', 18),
             ('budget', 18),
             ('public', 18),
             ('digital', 18),
             ('debugging', 18),
             ('serve', 18),
             ('storm', 18),
             ('staff', 18),
             ('trading', 18),
             ('version', 18),
             ('request', 18),
             ('human', 18),
             ('integrity', 18),
             ('junior', 18),
             ('even', 18),
             ('advantageous', 18),
             ('hybris', 18),
             ('suite', 17),
             ('verbal', 17),
             ('improving', 17),
             ('conduct', 17),
             ('person', 17),
             ('get', 17),
             ('state', 17),
             ('three', 17),
             ('retrieval', 17),
             ('push', 17),
             ('optimizing', 17),
             ('kubernetes', 17),
             ('provider', 17),
             ('million', 17),
             ('bscs', 17),
             ('elasticsearch', 17),
             ('date', 17),
             ('cybercoders', 17),
             ('site', 17),
             ('advertising', 17),
             ('location', 17),
             ('necessary', 17),
             ('available', 17),
             ('microservices', 17),
             ('xml', 17),
             ('chain', 17),
             ('switch', 17),
             ('come', 17),
             ('timely', 17),
             ('interpersonal', 17),
             ('post', 17),
             ('mvc', 17),
             ('file', 17),
             ('accounting', 17),
             ('assessment', 16),
             ('custom', 16),
             ('present', 16),
             ('towards', 16),
             ('common', 16),
             ('execution', 16),
             ('regression', 16),
             ('le', 16),
             ('potential', 16),
             ('discussion', 16),
             ('challenging', 16),
             ('mapreduce', 16),
             ('functionality', 16),
             ('volume', 16),
             ('drawing', 16),
             ('keep', 16),
             ('detailed', 16),
             ('bring', 16),
             ('demonstrated', 16),
             ('exciting', 16),
             ('behavior', 16),
             ('prior', 16),
             ('find', 16),
             ('handling', 16),
             ('maintainable', 16),
             ('party', 16),
             ('desire', 16),
             ('container', 16),
             ('tdd', 16),
             ('devops', 16),
             ('along', 16),
             ('signal', 16),
             ('oop', 16),
             ('practical', 16),
             ('hibernate', 16),
             ('wireless', 16),
             ('many', 15),
             ('prepare', 15),
             ('collaboration', 15),
             ('important', 15),
             ('validate', 15),
             ('wide', 15),
             ('execute', 15),
             ('two', 15),
             ('enhancing', 15),
             ('demand', 15),
             ('apps', 15),
             ('vendor', 15),
             ('form', 15),
             ('evaluation', 15),
             ('tier', 15),
             ('major', 15),
             ('php', 15),
             ('either', 15),
             ('warehousing', 15),
             ('scope', 15),
             ('parallel', 15),
             ('orchestration', 15),
             ('troubleshoot', 15),
             ('frontend', 15),
             ('interaction', 15),
             ('distribution', 15),
             ('micro', 15),
             ('limited', 15),
             ('competent', 15),
             ('concurrency', 15),
             ('apex', 15),
             ('qualification', 15),
             ('preferably', 15),
             ('schedule', 15),
             ('incident', 15),
             ('increase', 14),
             ('coordinate', 14),
             ('neural', 14),
             ('transformation', 14),
             ('finding', 14),
             ('know', 14),
             ('analytic', 14),
             ('willing', 14),
             ('memory', 14),
             ('unstructured', 14),
             ('commercial', 14),
             ('presenting', 14),
             ('independently', 14),
             ('raw', 14),
             ('expand', 14),
             ('care', 14),
             ('student', 14),
             ('month', 14),
             ('incomplete', 14),
             ('salary', 14),
             ('medical', 14),
             ('principle', 14),
             ('blockchain', 14),
             ('motivated', 14),
             ('develops', 14),
             ('ensuring', 14),
             ('produce', 14),
             ('integrating', 14),
             ('mission', 14),
             ('scrum', 14),
             ('direct', 14),
             ('resolve', 14),
             ('bug', 14),
             ('email', 14),
             ('transfer', 14),
             ('browser', 14),
             ('ccnp', 14),
             ('train', 14),
             ('architectural', 14),
             ('messaging', 14),
             ('personnel', 14),
             ('engine', 13),
             ('detection', 13),
             ('stay', 13),
             ('address', 13),
             ('number', 13),
             ('proprietary', 13),
             ('local', 13),
             ('fit', 13),
             ('engaging', 13),
             ('recommend', 13),
             ('forecast', 13),
             ('thrive', 13),
             ('interview', 13),
             ('online', 13),
             ('culture', 13),
             ('generate', 13),
             ('outside', 13),
             ('designer', 13),
             ('offer', 13),
             ('embedded', 13),
             ('hdfs', 13),
             ('identifying', 13),
             ('long', 13),
             ('response', 13),
             ('peer', 13),
             ('funded', 13),
             ('send', 13),
             ('found', 13),
             ('app', 13),
             ('higher', 13),
             ('secure', 13),
             ('resolution', 13),
             ('update', 13),
             ('coverage', 13),
             ('entity', 13),
             ('maven', 13),
             ('proactively', 13),
             ('contract', 13),
             ('brand', 13),
             ('accurate', 13),
             ('jira', 13),
             ('entire', 13),
             ('http', 13),
             ('android', 13),
             ('upgrade', 13),
             ('content', 13),
             ('utilizing', 12),
             ('closed', 12),
             ('leverage', 12),
             ('quick', 12),
             ('hour', 12),
             ('guidance', 12),
             ('screening', 12),
             ('option', 12),
             ('every', 12),
             ('postgres', 12),
             ('contributing', 12),
             ('extract', 12),
             ('term', 12),
             ('iot', 12),
             ('actionable', 12),
             ('sci', 12),
             ('fully', 12),
             ('emerging', 12),
             ('optimal', 12),
             ('massively', 12),
             ('low', 12),
             ('voice', 12),
             ('datacenter', 12),
             ('virtualization', 12),
             ('soap', 12),
             ('tracking', 12),
             ('name', 12),
             ('positionrequired', 12),
             ('additional', 12),
             ('enhancement', 12),
             ('status', 12),
             ('regular', 12),
             ('organizational', 12),
             ('collaboratively', 12),
             ('routing', 12),
             ('robotic', 12),
             ('engage', 12),
             ('robotics', 12),
             ('run', 12),
             ('logic', 12),
             ('visual', 12),
             ('policy', 12),
             ('acceptance', 12),
             ('monthly', 12),
             ('enterpriseone', 12),
             ('payment', 11),
             ('leveraging', 11),
             ('accuracy', 11),
             ('launch', 11),
             ('diagram', 11),
             ('home', 11),
             ('acquisition', 11),
             ('capacity', 11),
             ('health', 11),
             ('add', 11),
             ('extremely', 11),
             ('intelligent', 11),
             ('facilitate', 11),
             ('interpret', 11),
             ('history', 11),
             ('datasets', 11),
             ('spend', 11),
             ('speaking', 11),
             ('whatever', 11),
             ('answer', 11),
             ('enjoy', 11),
             ('interesting', 11),
             ('stability', 11),
             ('influence', 11),
             ('roadmap', 11),
             ('third', 11),
             ('prototyping', 11),
             ('portfolio', 11),
             ('funding', 11),
             ('driving', 11),
             ('combination', 11),
             ('efficient', 11),
             ('another', 11),
             ('move', 11),
             ('root', 11),
             ('cause', 11),
             ('collection', 11),
             ('verification', 11),
             ('estate', 11),
             ('automate', 11),
             ('yr', 11),
             ('chef', 11),
             ('ownership', 11),
             ('broad', 11),
             ('exposure', 11),
             ('jvm', 11),
             ('ground', 11),
             ('redis', 11),
             ('reduce', 11),
             ('input', 11),
             ('successfully', 11),
             ('word', 11),
             ('constantly', 11),
             ('asset', 11),
             ('clear', 11),
             ('positionexperience', 11),
             ('threaded', 11),
             ('sdn', 11),
             ('controller', 11),
             ('imaging', 11),
             ('circuit', 11),
             ('experiment', 10),
             ('effectiveness', 10),
             ('scikit', 10),
             ('changing', 10),
             ('considered', 10),
             ('predict', 10),
             ('collect', 10),
             ('kera', 10),
             ('player', 10),
             ('explore', 10),
             ('collaborating', 10),
             ('sa', 10),
             ('cluster', 10),
             ('beyond', 10),
             ('call', 10),
             ('conference', 10),
             ('essential', 10),
             ('jose', 10),
             ('thousand', 10),
             ('guide', 10),
             ('setting', 10),
             ('plusso', 10),
             ('integral', 10),
             ('division', 10),
             ('expected', 10),
             ('audience', 10),
             ('communicating', 10),
             ('raleigh', 10),
             ('gap', 10),
             ('deal', 10),
             ('strongly', 10),
             ('metadata', 10),
             ('kinesis', 10),
             ('zookeeper', 10),
             ('outstanding', 10),
             ('puppet', 10),
             ('reliable', 10),
             ('mdm', 10),
             ('compensation', 10),
             ('recently', 10),
             ('mentality', 10),
             ('na', 10),
             ('ansible', 10),
             ('hoc', 10),
             ('associated', 10),
             ('github', 10),
             ('stable', 10),
             ('assigned', 10),
             ('rapid', 10),
             ('ccie', 10),
             ('prevention', 10),
             ('speed', 10),
             ('jenkins', 10),
             ('accomplish', 10),
             ('dns', 10),
             ('premise', 10),
             ('compliance', 10),
             ('backbone', 10),
             ('follow', 10),
             ('threading', 10),
             ('iso', 10),
             ('asp', 10),
             ('lan', 10),
             ('setup', 10),
             ('deadline', 10),
             ('module', 10),
             ('video', 10),
             ('construction', 10),
             ('oral', 10),
             ('director', 10),
             ('edward', 10),
             ('jde', 10),
             ('scientific', 9),
             ('early', 9),
             ('outcome', 9),
             ('feedback', 9),
             ('round', 9),
             ('random', 9),
             ('forward', 9),
             ('gain', 9),
             ('aggregation', 9),
             ('attention', 9),
             ('scenario', 9),
             ('theory', 9),
             ('without', 9),
             ('satisfaction', 9),
             ('reading', 9),
             ('log', 9),
             ('college', 9),
             ('simple', 9),
             ('incredible', 9),
             ('instructor', 9),
             ('assisting', 9),
             ('hiring', 9),
             ('unlimited', 9),
             ('pto', 9),
             ('throughout', 9),
             ('heterogeneous', 9),
             ('index', 9),
             ('text', 9),
             ('panda', 9),
             ('corporate', 9),
             ('creation', 9),
             ('physic', 9),
             ('competency', 9),
             ('unique', 9),
             ...])
In [552]:
#choose most frequent ones
freq_words = heapq.nlargest(1000,word2count,key = word2count.get)
freq_words
Out[552]:
['need',
 'team',
 'year',
 'knowledge',
 'work',
 'product',
 'working',
 'technology',
 'application',
 'learning',
 'solution',
 'tool',
 'machine',
 'python',
 'skill',
 'strong',
 'position',
 'project',
 'engineer',
 'develop',
 'environment',
 'new',
 'sql',
 'service',
 'platform',
 'java',
 'big',
 'degree',
 'etc',
 'please',
 'cloud',
 'database',
 'building',
 'computer',
 'plus',
 'technical',
 'process',
 'using',
 'related',
 'performance',
 'ability',
 'build',
 'understanding',
 'customer',
 'apply',
 'architecture',
 'support',
 'quality',
 'company',
 'code',
 'developing',
 'high',
 'including',
 'user',
 'problem',
 'based',
 'large',
 'web',
 'aws',
 'requirement',
 'programming',
 'senior',
 'language',
 'spark',
 'hadoop',
 'developer',
 'today',
 'industry',
 'field',
 'distributed',
 'algorithm',
 'least',
 'network',
 'complex',
 'end',
 'processing',
 'client',
 'infrastructure',
 'framework',
 'integration',
 'reporting',
 'time',
 'scientist',
 'highly',
 'bachelor',
 'practice',
 'well',
 'use',
 'looking',
 'lead',
 'best',
 'create',
 'required',
 'linux',
 'scale',
 'source',
 'provide',
 'intelligence',
 'role',
 'across',
 'like',
 'feature',
 'scalable',
 'information',
 'following',
 'report',
 'multiple',
 'plan',
 'help',
 'top',
 'opportunity',
 'sale',
 'must',
 'expertise',
 'maintain',
 'one',
 'javascript',
 'financial',
 'stack',
 'etl',
 'pipeline',
 'communication',
 'advanced',
 'implement',
 'hand',
 'expert',
 'set',
 'level',
 'writing',
 'statistical',
 'creating',
 'area',
 'production',
 'implementation',
 'agile',
 'issue',
 'scala',
 'deep',
 'automated',
 'operation',
 'marketing',
 'master',
 'enterprise',
 'within',
 'preferred',
 'core',
 'professional',
 'identify',
 'manager',
 'market',
 'analyst',
 'designing',
 'positionat',
 'responsible',
 'architect',
 'drive',
 'ensure',
 'read',
 'candidate',
 'passion',
 'full',
 'key',
 'partner',
 'improve',
 'understand',
 'driven',
 'real',
 'solid',
 'various',
 'control',
 'relational',
 'multi',
 'equivalent',
 'research',
 'storage',
 'part',
 'automation',
 'analyze',
 'solving',
 'pattern',
 'standard',
 'leading',
 'able',
 'implementing',
 'strategy',
 'fast',
 'learn',
 'make',
 'technique',
 'relevant',
 'scripting',
 'include',
 'nosql',
 'closely',
 'excellent',
 'visualization',
 'review',
 'computing',
 'tableau',
 'functional',
 'leadership',
 'organization',
 'familiarity',
 'configuration',
 'background',
 'around',
 'oriented',
 'result',
 'existing',
 'api',
 'deployment',
 'training',
 'open',
 'internal',
 'growing',
 'also',
 'proficient',
 'phd',
 'improvement',
 'perform',
 'cross',
 'react',
 'good',
 'interface',
 'member',
 'continuous',
 'delivery',
 'mining',
 'document',
 'decision',
 'managing',
 'methodology',
 'supporting',
 'program',
 'object',
 'analytical',
 'excel',
 'dynamic',
 'ruby',
 'oracle',
 'angular',
 'coding',
 'net',
 'meet',
 'query',
 'unit',
 'statistic',
 'small',
 'similar',
 'kafka',
 'microsoft',
 'monitor',
 'structure',
 'want',
 'relationship',
 'day',
 'mobile',
 'participate',
 'html',
 'monitoring',
 'written',
 'responsibility',
 'collaborate',
 'join',
 'window',
 'salesforce',
 'warehouse',
 'stakeholder',
 'resource',
 'reason',
 'center',
 'case',
 'paced',
 'documentation',
 'quantitative',
 'directly',
 'positionmust',
 'networking',
 'capability',
 'way',
 'world',
 'healthcare',
 'deliver',
 'edge',
 'vision',
 'deploying',
 'operating',
 'component',
 'innovative',
 'providing',
 'assist',
 'write',
 'analyzing',
 'consulting',
 'ha',
 'cycle',
 'power',
 'com',
 'access',
 'administration',
 'cisco',
 'certification',
 'hardware',
 'rpa',
 'positionmore',
 'library',
 'tech',
 'minimum',
 'method',
 'leader',
 'positionrequirements',
 'maintaining',
 'predictive',
 'mysql',
 'self',
 'career',
 'cassandra',
 'life',
 'effort',
 'growth',
 'great',
 'office',
 'image',
 'maintenance',
 'backend',
 'procedure',
 'rest',
 'front',
 'manage',
 'spring',
 'insight',
 'used',
 'ideal',
 'focused',
 'solve',
 'teaching',
 'employee',
 'stream',
 'git',
 'effectively',
 'apis',
 'azure',
 'would',
 'optimization',
 'back',
 'proven',
 'event',
 'google',
 'daily',
 'concept',
 'applied',
 'startup',
 'different',
 'passionate',
 'goal',
 'space',
 'ssis',
 'troubleshooting',
 'task',
 'communicate',
 'function',
 'external',
 'right',
 'basic',
 'love',
 'approach',
 'benefit',
 'manufacturing',
 'fundamental',
 'cs',
 'availability',
 'current',
 'electrical',
 'interest',
 'amount',
 'san',
 'hard',
 'next',
 'unix',
 'protocol',
 'individual',
 'metric',
 'robust',
 'consumer',
 'presentation',
 'comfortable',
 'discipline',
 'domain',
 'cutting',
 'variety',
 'dashboard',
 'start',
 'specification',
 'desired',
 'bash',
 'ecosystem',
 'define',
 'math',
 'record',
 'detail',
 'evaluate',
 'optimize',
 'integrate',
 'mongodb',
 'take',
 'restful',
 'focus',
 'line',
 'objective',
 'strategic',
 'future',
 'innovation',
 'recommendation',
 'others',
 'nlp',
 'hive',
 'order',
 'generation',
 'lifecycle',
 'operational',
 'proficiency',
 'active',
 'critical',
 'department',
 'nice',
 'internals',
 'facing',
 'commerce',
 'successful',
 'redshift',
 'global',
 'base',
 'segment',
 'course',
 'quarter',
 'search',
 'basis',
 'finance',
 'artificial',
 'docker',
 'travel',
 'effective',
 'activity',
 'change',
 'general',
 'direction',
 'efficiency',
 'equipment',
 'risk',
 'determine',
 'reliability',
 'trend',
 'mentor',
 'success',
 'package',
 'school',
 'offering',
 'ideally',
 'bonus',
 'subject',
 'includes',
 'talented',
 'point',
 'planning',
 'mentoring',
 'firewall',
 'mathematics',
 'flow',
 'clean',
 'range',
 'pig',
 'helping',
 'act',
 'matter',
 'contribute',
 'performing',
 'provides',
 'needed',
 'amazon',
 'postgresql',
 'cost',
 'handle',
 'sdlc',
 'json',
 'saas',
 'extensive',
 'complete',
 'job',
 'previous',
 'competitive',
 'latest',
 'huge',
 'specific',
 'appropriate',
 'class',
 'play',
 'meeting',
 'hbase',
 'delivering',
 'initiative',
 'familiar',
 'modern',
 'value',
 'shell',
 'tuning',
 'router',
 'ssrs',
 'duty',
 'side',
 'overall',
 'track',
 'structured',
 'impact',
 'idea',
 'question',
 'enhance',
 'interested',
 'streaming',
 'experienced',
 'scaling',
 'challenge',
 'load',
 'wan',
 'node',
 'tensorflow',
 'built',
 'people',
 'series',
 'medium',
 'non',
 'scalability',
 'fun',
 'posse',
 'natural',
 'grow',
 'group',
 'smart',
 'aspect',
 'interact',
 'may',
 'hire',
 'script',
 'clearance',
 'device',
 'jquery',
 'assurance',
 'extraction',
 'gather',
 'emr',
 'involved',
 'prototype',
 'creative',
 'apache',
 'matlab',
 'collaborative',
 'table',
 'established',
 'rapidly',
 'deploy',
 'quickly',
 'account',
 'massive',
 'currently',
 'store',
 'layer',
 'establish',
 'release',
 'priority',
 'tcp',
 'io',
 'depth',
 'primary',
 'someone',
 'resume',
 'willingness',
 'diverse',
 'validation',
 'ecommerce',
 'material',
 'revenue',
 'budget',
 'public',
 'digital',
 'debugging',
 'serve',
 'storm',
 'staff',
 'trading',
 'version',
 'request',
 'human',
 'integrity',
 'junior',
 'even',
 'advantageous',
 'hybris',
 'suite',
 'verbal',
 'improving',
 'conduct',
 'person',
 'get',
 'state',
 'three',
 'retrieval',
 'push',
 'optimizing',
 'kubernetes',
 'provider',
 'million',
 'bscs',
 'elasticsearch',
 'date',
 'cybercoders',
 'site',
 'advertising',
 'location',
 'necessary',
 'available',
 'microservices',
 'xml',
 'chain',
 'switch',
 'come',
 'timely',
 'interpersonal',
 'post',
 'mvc',
 'file',
 'accounting',
 'assessment',
 'custom',
 'present',
 'towards',
 'common',
 'execution',
 'regression',
 'le',
 'potential',
 'discussion',
 'challenging',
 'mapreduce',
 'functionality',
 'volume',
 'drawing',
 'keep',
 'detailed',
 'bring',
 'demonstrated',
 'exciting',
 'behavior',
 'prior',
 'find',
 'handling',
 'maintainable',
 'party',
 'desire',
 'container',
 'tdd',
 'devops',
 'along',
 'signal',
 'oop',
 'practical',
 'hibernate',
 'wireless',
 'many',
 'prepare',
 'collaboration',
 'important',
 'validate',
 'wide',
 'execute',
 'two',
 'enhancing',
 'demand',
 'apps',
 'vendor',
 'form',
 'evaluation',
 'tier',
 'major',
 'php',
 'either',
 'warehousing',
 'scope',
 'parallel',
 'orchestration',
 'troubleshoot',
 'frontend',
 'interaction',
 'distribution',
 'micro',
 'limited',
 'competent',
 'concurrency',
 'apex',
 'qualification',
 'preferably',
 'schedule',
 'incident',
 'increase',
 'coordinate',
 'neural',
 'transformation',
 'finding',
 'know',
 'analytic',
 'willing',
 'memory',
 'unstructured',
 'commercial',
 'presenting',
 'independently',
 'raw',
 'expand',
 'care',
 'student',
 'month',
 'incomplete',
 'salary',
 'medical',
 'principle',
 'blockchain',
 'motivated',
 'develops',
 'ensuring',
 'produce',
 'integrating',
 'mission',
 'scrum',
 'direct',
 'resolve',
 'bug',
 'email',
 'transfer',
 'browser',
 'ccnp',
 'train',
 'architectural',
 'messaging',
 'personnel',
 'engine',
 'detection',
 'stay',
 'address',
 'number',
 'proprietary',
 'local',
 'fit',
 'engaging',
 'recommend',
 'forecast',
 'thrive',
 'interview',
 'online',
 'culture',
 'generate',
 'outside',
 'designer',
 'offer',
 'embedded',
 'hdfs',
 'identifying',
 'long',
 'response',
 'peer',
 'funded',
 'send',
 'found',
 'app',
 'higher',
 'secure',
 'resolution',
 'update',
 'coverage',
 'entity',
 'maven',
 'proactively',
 'contract',
 'brand',
 'accurate',
 'jira',
 'entire',
 'http',
 'android',
 'upgrade',
 'content',
 'utilizing',
 'closed',
 'leverage',
 'quick',
 'hour',
 'guidance',
 'screening',
 'option',
 'every',
 'postgres',
 'contributing',
 'extract',
 'term',
 'iot',
 'actionable',
 'sci',
 'fully',
 'emerging',
 'optimal',
 'massively',
 'low',
 'voice',
 'datacenter',
 'virtualization',
 'soap',
 'tracking',
 'name',
 'positionrequired',
 'additional',
 'enhancement',
 'status',
 'regular',
 'organizational',
 'collaboratively',
 'routing',
 'robotic',
 'engage',
 'robotics',
 'run',
 'logic',
 'visual',
 'policy',
 'acceptance',
 'monthly',
 'enterpriseone',
 'payment',
 'leveraging',
 'accuracy',
 'launch',
 'diagram',
 'home',
 'acquisition',
 'capacity',
 'health',
 'add',
 'extremely',
 'intelligent',
 'facilitate',
 'interpret',
 'history',
 'datasets',
 'spend',
 'speaking',
 'whatever',
 'answer',
 'enjoy',
 'interesting',
 'stability',
 'influence',
 'roadmap',
 'third',
 'prototyping',
 'portfolio',
 'funding',
 'driving',
 'combination',
 'efficient',
 'another',
 'move',
 'root',
 'cause',
 'collection',
 'verification',
 'estate',
 'automate',
 'yr',
 'chef',
 'ownership',
 'broad',
 'exposure',
 'jvm',
 'ground',
 'redis',
 'reduce',
 'input',
 'successfully',
 'word',
 'constantly',
 'asset',
 'clear',
 'positionexperience',
 'threaded',
 'sdn',
 'controller',
 'imaging',
 'circuit',
 'experiment',
 'effectiveness',
 'scikit',
 'changing',
 'considered',
 'predict',
 'collect',
 'kera',
 'player',
 'explore',
 'collaborating',
 'sa',
 'cluster',
 'beyond',
 'call',
 'conference',
 'essential',
 'jose',
 'thousand',
 'guide',
 'setting',
 'plusso',
 'integral',
 'division',
 'expected',
 'audience',
 'communicating',
 'raleigh',
 'gap',
 'deal',
 'strongly',
 'metadata',
 'kinesis',
 'zookeeper',
 'outstanding',
 'puppet',
 'reliable',
 'mdm',
 'compensation',
 'recently',
 'mentality',
 'na',
 'ansible',
 'hoc',
 'associated',
 'github',
 'stable',
 'assigned',
 'rapid',
 'ccie',
 'prevention',
 'speed',
 'jenkins',
 'accomplish',
 'dns',
 'premise',
 'compliance',
 'backbone',
 'follow',
 'threading',
 'iso',
 'asp',
 'lan',
 'setup',
 'deadline',
 'module',
 'video',
 'construction',
 'oral',
 'director',
 'edward',
 'jde',
 'scientific',
 'early',
 'outcome',
 'feedback',
 'round',
 'random',
 'forward',
 'gain',
 'aggregation',
 'attention',
 'scenario',
 'theory',
 'without',
 'satisfaction',
 'reading',
 'log',
 'college',
 'simple',
 'incredible',
 'instructor',
 'assisting',
 'hiring',
 'unlimited',
 'pto',
 'throughout',
 'heterogeneous',
 'index',
 'text',
 'panda',
 'corporate',
 'creation',
 'physic',
 'competency',
 'unique']
In [553]:
word_frequencies =' '.join([str(i) for i in freq_words])
In [554]:
frequent_words = WordCloud(relative_scaling = 0, stopwords = stop_words, width = 600, height = 300)
frequent_words.generate(word_frequencies)
plt.figure(figsize = (15,7.5))
plt.imshow(frequent_words.recolor(color_func = grey_color_func, random_state = 1), interpolation = "bilinear")
plt.axis("off")
plt.tight_layout(pad = -1)
plt.title("Description - Frequent Words")
plt.show()

Salary Analysis

What are you expected to earn in each state?

In [576]:
min_state_df = master_data[master_data['Min_Salary'] != 'Unknown'].reset_index(drop = True)
max_state_df = master_data[master_data['Max_Salary'] != 'Unknown'].reset_index(drop = True)
In [556]:
min_state_set = np.unique(min_state_df['States'])
max_state_set = np.unique(max_state_df['States'])

min_state_dict = dict(tuple(min_state_df.groupby('States')))
max_state_dict = dict(tuple(max_state_df.groupby('States')))
In [557]:
min_state_salaries = {}
max_state_salaries = {}
for state in min_state_set:
    avg_min_salary = int(min_state_dict[state]['Min_Salary'].mean())
    min_state_salaries.update({state : avg_min_salary})

for state in max_state_set:
    avg_max_salary = int(max_state_dict[state]['Max_Salary'].mean())
    max_state_salaries.update({state : avg_max_salary})
    
min_state_salaries = OrderedDict(sorted(min_state_salaries.items(), key=lambda t: t[1]))
max_state_salaries = OrderedDict(sorted(max_state_salaries.items(), key=lambda t: t[1]))

What is the minimum expected salary to earn in each state?

In [558]:
min_state_salaries
Out[558]:
OrderedDict([('NV', 55000),
             ('AZ', 60000),
             ('IN', 67000),
             ('IA', 67500),
             ('ME', 70000),
             ('MI', 70000),
             ('NE', 70000),
             ('AL', 75000),
             ('CO', 80000),
             ('KS', 80000),
             ('OH', 80000),
             ('RI', 80000),
             ('UT', 80000),
             ('SC', 82500),
             ('FL', 83333),
             ('MO', 86000),
             ('TN', 86666),
             ('MN', 90000),
             ('WI', 90000),
             ('NC', 90625),
             ('ON', 92500),
             ('MA', 103076),
             ('MD', 105833),
             ('PA', 108125),
             ('NH', 110000),
             ('VA', 110454),
             ('WA', 111428),
             ('NY', 112750),
             ('TX', 114285),
             ('CT', 115000),
             ('NJ', 120000),
             ('OR', 120000),
             ('IL', 120833),
             ('CA', 123017),
             ('DC', 140000)])
In [577]:
plt.rcParams['figure.figsize'] = (20,10)
min_state_names = list(min_state_salaries.keys())
min_state_values = sorted(list(min_state_salaries.values()))
min_state_y_pos = np.arange(len(min_state_names))

plt.barh(min_state_y_pos, min_state_values, align = 'center',alpha = 0.5)
plt.yticks(min_state_y_pos, min_state_names)
plt.xlabel('Expected Salary')
plt.title('Expected Minimum Earnings Per State')
plt.show()

What is the maximum expected salary to each in each state?

In [559]:
max_state_salaries
Out[559]:
OrderedDict([('NV', 67500),
             ('AZ', 80000),
             ('RI', 85000),
             ('ME', 90000),
             ('IA', 95000),
             ('MI', 96000),
             ('IN', 96250),
             ('AL', 98750),
             ('KS', 100000),
             ('UT', 100000),
             ('TN', 103333),
             ('CO', 105000),
             ('MN', 110000),
             ('NE', 110000),
             ('FL', 113333),
             ('MO', 116000),
             ('NC', 116875),
             ('OH', 120000),
             ('WI', 120000),
             ('SC', 125000),
             ('ON', 135000),
             ('PA', 137500),
             ('MD', 140000),
             ('NH', 140000),
             ('NJ', 142500),
             ('MA', 145769),
             ('OR', 150000),
             ('TX', 152142),
             ('VA', 157272),
             ('NY', 160875),
             ('DC', 166666),
             ('CA', 171686),
             ('CT', 175000),
             ('WA', 175714),
             ('IL', 197500)])
In [561]:
plt.rcParams['figure.figsize'] = (20,10)
max_state_names = list(max_state_salaries.keys())
max_state_values = sorted(list(max_state_salaries.values()))
max_state_y_pos = np.arange(len(max_state_names))

plt.barh(max_state_y_pos, max_state_values, align = 'center',alpha = 0.5)
plt.yticks(max_state_y_pos, max_state_names)
plt.xlabel('Expected Salary')
plt.title('Expected Maximum Earnings Per State')
plt.show()

What are the expected earnings for the top 10 highest minimum and maximum location salaries?

In [578]:
min_location_df = master_data[master_data['Min_Salary'] != 'Unknown'].reset_index(drop = True)
max_location_df = master_data[master_data['Max_Salary'] != 'Unknown'].reset_index(drop = True)
In [579]:
min_location_set = np.unique(min_location_df['Location'])
max_location_set = np.unique(max_location_df['Location'])

min_location_dict = dict(tuple(min_location_df.groupby('Location')))
max_location_dict = dict(tuple(max_location_df.groupby('Location')))
In [580]:
min_location_salaries = {}
max_location_salaries = {}
for state in min_location_set:
    LOCavg_min_salary = int(min_location_dict[state]['Min_Salary'].mean())
    min_location_salaries.update({state : LOCavg_min_salary})

for state in max_location_set:
    LOCavg_max_salary = int(max_location_dict[state]['Max_Salary'].mean())
    max_location_salaries.update({state : LOCavg_max_salary})
    
min_location_salaries = OrderedDict(sorted(min_location_salaries.items(), key=lambda t: t[1]))
max_location_salaries = OrderedDict(sorted(max_location_salaries.items(), key=lambda t: t[1]))

from collections import Counter
min_location_salaries = collections.Counter(min_location_salaries).most_common(10)
max_location_salaries = collections.Counter(max_location_salaries).most_common(10)

min_location_salaries = OrderedDict(sorted(dict(min_location_salaries).items(), key = lambda t:t[1]))
max_location_salaries = OrderedDict(sorted(dict(max_location_salaries).items(), key = lambda t:t[1]))
In [581]:
min_location_salaries
Out[581]:
OrderedDict([('Long Beach, CA', 140000),
             ('Ventura County, CA', 140000),
             ('Washington, DC', 140000),
             ('San Mateo, CA', 142500),
             ('Brooklyn, NY', 150000),
             ('Milpitas, CA', 156666),
             ('Sunnyvale, CA', 158333),
             ('Palo Alto, CA', 160000),
             ('Santa Clara, CA', 160000),
             ('Cupertino, CA', 175000)])
In [582]:
max_location_salaries
Out[582]:
OrderedDict([('San Jose, CA', 198636),
             ('Annapolis Junction, MD', 200000),
             ('Brooklyn, NY', 200000),
             ('Fairfield, CT', 200000),
             ('Santa Clara, CA', 200000),
             ('Seattle, WA', 205000),
             ('Palo Alto, CA', 206428),
             ('Chicago, IL', 220000),
             ('West Hollywood, CA', 250000),
             ('Cupertino, CA', 325000)])
In [585]:
plt.rcParams['figure.figsize'] = (15,7.5)
min_location_names = list(min_location_salaries.keys())
min_location_values = sorted(list(min_location_salaries.values()))
min_location_y_pos = np.arange(len(min_location_names))

plt.barh(min_location_y_pos, min_location_values, align = 'center',alpha = 0.5)
plt.yticks(min_location_y_pos, min_location_names)
plt.xlabel('Expected Salary')
plt.title('Top 10 Expected Minimum Earnings Per Location')
plt.show()
In [586]:
plt.rcParams['figure.figsize'] = (15,7.5)
max_location_names = list(max_location_salaries.keys())
max_location_values = sorted(list(max_location_salaries.values()))
max_location_y_pos = np.arange(len(max_location_names))

plt.barh(max_location_y_pos, max_location_values, align = 'center',alpha = 0.5)
plt.yticks(max_location_y_pos, max_location_names)
plt.xlabel('Expected Salary')
plt.title('Top 10 Expected Maximum Earnings Per Location')
plt.show()

What are the expected earnings minimum and maximum earnings for each job type (Data Scientist, Data Engineer, Data Analyst, and Business Intelligence)?

In [587]:
min_job_df = master_data[master_data['Min_Salary'] != 'Unknown'].reset_index(drop = True)
max_job_df = master_data[master_data['Max_Salary'] != 'Unknown'].reset_index(drop = True)
In [588]:
min_job_set = np.unique(min_job_df['Search'])
max_job_set = np.unique(max_job_df['Search'])

min_job_dict = dict(tuple(min_job_df.groupby('Search')))
max_job_dict = dict(tuple(max_job_df.groupby('Search')))
In [589]:
min_job_salaries = {}
max_job_salaries = {}
for job in min_job_set:
    avg_MINjob_salary = int(min_job_dict[job]['Min_Salary'].mean())
    min_job_salaries.update({job : avg_MINjob_salary})

for job in max_job_set:
    avg_MAXjob_salary = int(max_job_dict[job]['Max_Salary'].mean())
    max_job_salaries.update({job : avg_MAXjob_salary})
    
min_job_salaries = OrderedDict(sorted(min_job_salaries.items(), key=lambda t: t[1]))
max_job_salaries = OrderedDict(sorted(max_job_salaries.items(), key=lambda t: t[1]))
In [590]:
min_job_salaries
Out[590]:
OrderedDict([('Data Analyst', 73793),
             ('Data Engineer', 114073),
             ('Business Intelligence', 115757),
             ('Data Scientist', 121800)])
In [591]:
max_job_salaries
Out[591]:
OrderedDict([('Data Analyst', 96428),
             ('Business Intelligence', 153125),
             ('Data Engineer', 158706),
             ('Data Scientist', 176800)])
In [592]:
plt.rcParams['figure.figsize'] = (20,10)
min_job_names = list(min_job_salaries.keys())
min_job_values = sorted(list(min_job_salaries.values()))
min_job_y_pos = np.arange(len(min_job_names))

plt.barh(min_job_y_pos, min_job_values, align = 'center',alpha = 0.5)
plt.yticks(min_job_y_pos, min_job_names)
plt.xlabel('Expected Salary')
plt.title('Expected Minimum Earnings Per Job Type')
plt.show()
In [593]:
plt.rcParams['figure.figsize'] = (20,10)
max_job_names = list(max_job_salaries.keys())
max_job_values = sorted(list(max_job_salaries.values()))
max_job_y_pos = np.arange(len(max_job_names))

plt.barh(max_job_y_pos, max_job_values, align = 'center',alpha = 0.5)
plt.yticks(max_job_y_pos, max_job_names)
plt.xlabel('Expected Salary')
plt.title('Expected Maximum Earnings Per Job Type')
plt.show()

exploratory analysis

In [2]:
import pandas as pd
import numpy as np
import plotnine as gg
import seaborn as sns
%matplotlib inline
from matplotlib import pyplot as plt
plt.style.use('ggplot')
%matplotlib inline
import geopandas as gpd         
import osmnx as ox              
import shapely.geometry as geom 
df = pd.read_csv('jobs_data.csv')
In [3]:
df.dtypes
Out[3]:
Search          object
Title           object
Description     object
Skills          object
Location        object
Cities          object
States          object
Latitude       float64
Longitude      float64
Min_Salary      object
Max_Salary      object
Mean_Salary     object
URL             object
dtype: object
In [4]:
df.Mean_Salary = pd.to_numeric(df.Mean_Salary, errors='coerce')
df.Max_Salary = pd.to_numeric(df.Max_Salary, errors='coerce')
df.Min_Salary= pd.to_numeric(df.Min_Salary, errors='coerce')
In [62]:
df1 = df.dropna(subset = ['Mean_Salary', 'Min_Salary', 'Max_Salary'])

distribution of mean salary

In [26]:
# histogram
plt.figure(figsize=(6,6))
sns.distplot(df1['Mean_Salary'].dropna(),color = 'blue')
Out[26]:
<matplotlib.axes._subplots.AxesSubplot at 0x203d2c19f60>

Is there a different distribution of location(State, City)/Job Title(data scientist/analyst/engineer/BI) of mean salary?

In [27]:
#histogram of price based on different job titles
job_type = df1.Search.unique()

plt.subplots(figsize=(10,8))
for t in np.ndenumerate(job_type):
    kind = df1[df1['Search'] == t[1]]
    sns.distplot(kind.Mean_Salary.dropna(), label=t[1], norm_hist = True)
    
sns.set(rc={'figure.figsize':(11.7,8.27)})
plt.legend(loc=2)
plt.title('Histogram of Mean Salary for Different Job Title')
plt.xlabel('Mean Salary')
plt.show()
In [28]:
#histogram of price based on different states
job_type = df1.States.unique()

plt.subplots(figsize=(15,15))
for t in np.ndenumerate(job_type):
    kind = df1[df1['States'] == t[1]]
    sns.distplot(kind.Mean_Salary.dropna(), label=t[1], norm_hist = True)
    
sns.set(rc={'figure.figsize':(11.7,8.27)})
plt.legend(loc=2)
plt.title('Histogram of Mean Salary for Different Job Title')
plt.xlabel('Mean Salary')
plt.show()
C:\Users\qxzhao\Anaconda3\lib\site-packages\numpy\core\_methods.py:135: RuntimeWarning: Degrees of freedom <= 0 for slice
  keepdims=keepdims)
C:\Users\qxzhao\Anaconda3\lib\site-packages\numpy\core\_methods.py:127: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
C:\Users\qxzhao\Anaconda3\lib\site-packages\statsmodels\nonparametric\bandwidths.py:22: RuntimeWarning: invalid value encountered in minimum
  return np.minimum(np.std(X, axis=0, ddof=1), IQR)
C:\Users\qxzhao\Anaconda3\lib\site-packages\numpy\core\_methods.py:26: RuntimeWarning: invalid value encountered in reduce
  return umr_maximum(a, axis, None, out, keepdims)
C:\Users\qxzhao\Anaconda3\lib\site-packages\statsmodels\nonparametric\kde.py:494: RuntimeWarning: invalid value encountered in true_divide
  binned = fast_linbin(X,a,b,gridsize)/(delta*nobs)
C:\Users\qxzhao\Anaconda3\lib\site-packages\statsmodels\nonparametric\kdetools.py:34: RuntimeWarning: invalid value encountered in double_scalars
  FAC1 = 2*(np.pi*bw/RANGE)**2
In [30]:
df1.groupby(['States','Search']).agg({'Mean_Salary': 'mean'}).head()
Out[30]:
Mean_Salary
States Search
AL Business Intelligence 77500.000000
Data Engineer 90000.000000
AZ Data Analyst 70000.000000
CA Business Intelligence 170357.142857
Data Analyst 99166.666667
In [38]:
from scipy.stats import norm
from sklearn.preprocessing import StandardScaler
from scipy import stats

# Pair plot to explore variables
with sns.plotting_context("notebook",font_scale=1.5):
    g = sns.pairplot(df1, vars = ['Mean_Salary','Min_Salary','Max_Salary','Longitude','Latitude'], hue='Search',
                    palette= sns.hls_palette(4),size=2)
g.set(xticklabels=[]);
In [40]:
# seaborn correlation matrix
str_list = []
for colname, colvalue in df1.iteritems():
    if type(colvalue[1]) == str:
         str_list.append(colname)
            
# Only compare numerical features          
diff_list = df1.columns.difference(str_list) 
df2 = df1[diff_list]
f, ax = plt.subplots(figsize=(12, 8))
plt.title('Pearson Correlation Matrix')

sns.heatmap(df2.astype(float).corr(),linewidths=0.25,vmax=1.0, square=True, cmap="GnBu", linecolor='k', annot=True)
plt.show()

Linear regression model of salary

In [41]:
from sklearn import linear_model
from sklearn.metrics import mean_squared_error 
from sklearn import preprocessing
In [71]:
df2 = df1[['Mean_Salary','Latitude','Longitude']]
df2.dtypes
Out[71]:
Mean_Salary    float64
Latitude       float64
Longitude      float64
dtype: object
In [64]:
from sklearn.cross_validation import train_test_split
train_data, test_data = train_test_split(df2, train_size = 0.8, random_state = 10)

Simple Linear Regression (One Variable)

In [73]:
def simple_linear(train, test, feature):
    """simple linear regression function specified for the use of our dataset 
    Args:
        train(dataframe): training dataset
        test(dataframe): testing dataset
        feature(Series): features in a dataset
    Returns:
        RMSE(float): Root Mean Squared Error
        regr.intercept (float): regression interception
        regr.coefficient (float): regression coefficient
    """
    regr = linear_model.LinearRegression()
    #Train the model
    regr.fit(train.as_matrix(columns = [feature]), train.as_matrix(columns = ['Mean_Salary']))
    # Calculate the RMSE on test data
    RMSE = mean_squared_error(test.as_matrix(columns = ['Mean_Salary']), 
                              regr.predict(test.as_matrix(columns = [feature])))**0.5 
    return RMSE, regr.intercept_[0], regr.coef_[0][0]

#create an input list, remove the variables we are predicting and non-numerical data
input_list = train_data.columns.values.tolist()
input_list.remove('Mean_Salary') 

simple_linear_result = pd.DataFrame(columns = ['feature', 'RMSE', 'intercept', 'coefficient'])

# Calculate the RMSE of the test data for each feature
for p in input_list:
    RMSE, w1, w0 = simple_linear(train_data, test_data, p)
    simple_linear_result = simple_linear_result.append({'feature':p, 'RMSE':RMSE, 'intercept':w0, 'coefficient': w1}
                                                        ,ignore_index=True)
simple_linear_result
Out[73]:
feature RMSE intercept coefficient
0 Latitude 41543.143308 544.935841 112339.426957
1 Longitude 38847.625814 -483.167004 84053.526742
In [75]:
#plot scatterplot 
plt.figure(figsize=(8, 5))
ax = sns.regplot(x = df2.Latitude, y = df2.Mean_Salary)
plt.title('Latitude vs.Mean_Salary')
plt.xlabel('Latitude')
plt.ylabel('Mean Salary')

plt.tight_layout()
In [76]:
#plot scatterplot 
plt.figure(figsize=(8, 5))
ax = sns.regplot(x = df2.Longitude, y = df2.Mean_Salary)
plt.title('Longitude vs.Mean_Salary')
plt.xlabel('Longitude')
plt.ylabel('Mean Salary')

plt.tight_layout()

Multi Linear Regression (Two Variables)

In [77]:
# further split the train_data to include a validation set
#train_data2 = 60%, validation_data = 20%, test_data = 20%
train_data_2, validation_data = train_test_split(train_data, train_size = 0.75, random_state = 50)
In [78]:
def RMSE(train, validation, features, new_input):
    """RMSE specified for the return RMSE of features
    Args:
        train(dataframe): training dataset
        validation(dataframe): validation dataset
        feature(Series): features in a dataset
        new_input (feature): reminding feature in the dataset
    Returns:
        RMSE(float): Root Mean Squared Error of train data
        RMSE(float): Root Mean Squared Error of validation data
    """
    features_list = list(features)
    features_list.append(new_input)
    regr = linear_model.LinearRegression() 
    regr.fit(train.as_matrix(columns = features_list), train.as_matrix(columns = ['Mean_Salary'])) # Train the model
    RMSE_train = mean_squared_error(train.as_matrix(columns = ['Mean_Salary']), 
                              regr.predict(train.as_matrix(columns = features_list)))**0.5 # Calculate the RMSE on train data
    RMSE_validation = mean_squared_error(validation.as_matrix(columns = ['Mean_Salary']), 
                              regr.predict(validation.as_matrix(columns = features_list)))**0.5 # Calculate the RMSE on train data
    return RMSE_train, RMSE_validation 
In [81]:
input_list = train_data_2.columns.values.tolist()
input_list.remove('Mean_Salary')

greedy_algorithm = pd.DataFrame(columns = ['feature', 'train_error', 'validation_error'])  
i = 0
temp_list = []


# Go through all the features in the dataframe
while len(input_list)>0:
    
    # temporarily store the best feature at each iteration
    temp = pd.DataFrame(columns = ['feature', 'train_error', 'validation_error'])
    
    # to test all the remaining features
    for p in input_list:
        RMSE_train, RMSE_validation = RMSE(train_data_2, validation_data, temp_list, p)
        temp = temp.append({'feature':p, 'train_error':RMSE_train, 'validation_error':RMSE_validation}, ignore_index=True)
    
    # select the best feature with smallest train error
    temp = temp.sort_values('train_error')
    best = temp.iloc[0,0]
    temp_list.append(best)
    greedy_algorithm = greedy_algorithm.append({'feature': best, 
                                                  'train_error': temp.iloc[0,1], 'validation_error': temp.iloc[0,2]}, 
                                                 ignore_index=True)
    #remove the best feature before next iteration
    input_list.remove(best)
    i += 1
greedy_algorithm
Out[81]:
feature train_error validation_error
0 Longitude 38440.581350 31584.593133
1 Latitude 37562.730846 32612.850781
In [83]:
def multiple_regression_model(train, test, input_features):
    """modifided version of simple linear regression function to take mutliple features
    Args:
        train(dataframe): training dataset
        test(dataframe): testing dataset
        input_feature(Series): features in a dataset
    Returns:
        RMSE(float): Root Mean Squared Error
        regr.intercept (float): regression interception
        regr.coefficient (float): regression coefficient
    """
    regr = linear_model.LinearRegression() # Create a linear regression object
    regr.fit(train.as_matrix(columns = input_features), train.as_matrix(columns = ['Mean_Salary'])) # Train the model
    RMSE = mean_squared_error(test.as_matrix(columns = ['Mean_Salary']), 
                              regr.predict(test.as_matrix(columns = input_features)))**0.5 # Calculate the RMSE on test data
    return RMSE, regr.intercept_[0], regr.coef_ 
In [84]:
greedy_algo_features_list = greedy_algorithm['feature'].tolist()[:4]
test_error, _, _ = multiple_regression_model(train_data_2, test_data, greedy_algo_features_list)
print ('test error (RMSE) is: %s' %test_error)
test error (RMSE) is: 38388.02845162767

Mean_Salary = -14648.4802 + Longitude x -575.3558 + Latitude x 2448.8531

In [85]:
multiple_regression_model(train_data_2, test_data, greedy_algo_features_list)
Out[85]:
(38388.02845162767,
 -14648.48016281589,
 array([[-575.35579643, 2448.85309993]]))